DataFrame
NO COMPARISON TARGET
29629
ROWS
0
DUPLICATES
24.2 MB
RAM
90
FEATURES
34
CATEGORICAL
56
NUMERICAL
0
TEXT
2.1.3
Get updates, docs & report issues here

Created & maintained by Francois Bertrand
Graphic design by Jean-Francois Hains
1
SEQN
VALUES:
29,629
(100%)
MISSING:
---
DISTINCT:
29,629
(100%)
ZEROES:
---
MAX
102,956
95%
99,970
Q3
87,903
AVG
72,094
MEDIAN
71,186
Q1
56,349
5%
44,403
MIN
41,477
RANGE
61,479
IQR
31,554
STD
18,017
VAR
324.6M
KURT.
-1.25
SKEW
0.013
SUM
2.1B
2
GENDER
VALUES:
29,629
(100%)
MISSING:
---
DISTINCT:
1
(<1%)
3
AGE
VALUES:
29,629
(100%)
MISSING:
---
DISTINCT:
81
(<1%)
ZEROES:
1,222
(4%)
MAX
80.0
95%
77.0
Q3
54.0
AVG
32.0
MEDIAN
27.0
Q1
9.0
5%
1.0
MIN
0.0
RANGE
80.0
IQR
45.0
STD
25.0
VAR
625
KURT.
-1.15
SKEW
0.415
SUM
948k
4
ETHNICITY
VALUES:
29,629
(100%)
MISSING:
---
DISTINCT:
5
(<1%)
5
EDUCATION
VALUES:
16,863
(57%)
MISSING:
12,766
(43%)
DISTINCT:
7
(<1%)
6
HOUSE_INDIV
VALUES:
29,629
(100%)
MISSING:
---
DISTINCT:
7
(<1%)
7
FAMILY_SIZE
VALUES:
29,629
(100%)
MISSING:
---
DISTINCT:
7
(<1%)
8
FAM_INCOME
VALUES:
29,069
(98%)
MISSING:
560
(2%)
DISTINCT:
16
(<1%)
ZEROES:
---
MAX
99.0
95%
15.0
Q3
14.0
AVG
11.2
MEDIAN
7.0
Q1
5.0
5%
2.0
MIN
1.0
RANGE
98.0
IQR
9.00
STD
15.7
VAR
247
KURT.
19.5
SKEW
4.38
SUM
326k
9
sw_pregnant
VALUES:
29,629
(100%)
MISSING:
---
DISTINCT:
1
(<1%)
10
INTERVIE_wgt
VALUES:
29,629
(100%)
MISSING:
---
DISTINCT:
18,172
(61%)
ZEROES:
---
MAX
433k
95%
98k
Q3
34k
AVG
31k
MEDIAN
19k
Q1
12k
5%
7k
MIN
3k
RANGE
431k
IQR
22,543
STD
31,656
VAR
1.0B
KURT.
12.4
SKEW
2.84
SUM
906.5M
11
EXAM_wgt
VALUES:
29,629
(100%)
MISSING:
---
DISTINCT:
21,458
(72%)
ZEROES:
1,193
(4%)
MAX
420k
95%
100k
Q3
35k
AVG
31k
MEDIAN
19k
Q1
11k
5%
6k
MIN
0k
RANGE
420k
IQR
23,265
STD
32,932
VAR
1.1B
KURT.
12.5
SKEW
2.84
SUM
906.6M
12
HEIGHT
VALUES:
26,084
(88%)
MISSING:
3,545
(12%)
DISTINCT:
1,170
(4%)
ZEROES:
---
MAX
204
95%
185
Q3
177
MEDIAN
170
AVG
161
Q1
154
5%
102
MIN
80
RANGE
125
IQR
22.5
STD
25.2
VAR
636
KURT.
0.859
SKEW
-1.37
SUM
4.2M
13
WEIGHT
VALUES:
28,148
(95%)
MISSING:
1,481
(5%)
DISTINCT:
1,610
(5%)
ZEROES:
---
MAX
243
95%
118
Q3
89
MEDIAN
71
AVG
66
Q1
36
5%
11
MIN
3
RANGE
240
IQR
52.9
STD
34.2
VAR
1,167
KURT.
-0.328
SKEW
0.019
SUM
1.9M
14
BMI
VALUES:
26,044
(88%)
MISSING:
3,585
(12%)
DISTINCT:
2,809
(9%)
ZEROES:
---
MAX
86.2
95%
38.1
Q3
29.7
AVG
25.4
MEDIAN
25.1
Q1
19.8
5%
15.2
MIN
12.2
RANGE
74.0
IQR
9.90
STD
7.28
VAR
52.9
KURT.
1.43
SKEW
0.791
SUM
662k
15
WAIST_CIRC
VALUES:
24,997
(84%)
MISSING:
4,632
(16%)
DISTINCT:
1,156
(4%)
ZEROES:
---
MAX
179
95%
125
Q3
104
MEDIAN
90
AVG
89
Q1
72
5%
50
MIN
38
RANGE
141
IQR
32.7
STD
23.0
VAR
530
KURT.
-0.446
SKEW
0.044
SUM
2.2M
16
pusle
VALUES:
21,654
(73%)
MISSING:
7,975
(27%)
DISTINCT:
54
(<1%)
ZEROES:
---
MAX
180
95%
94
Q3
80
AVG
73
MEDIAN
72
Q1
64
5%
54
MIN
36
RANGE
144
IQR
16.0
STD
12.5
VAR
156
KURT.
0.986
SKEW
0.619
SUM
1.6M
17
pulse_type
VALUES:
27,545
(93%)
MISSING:
2,084
(7%)
DISTINCT:
2
(<1%)
18
SBP_first
VALUES:
20,873
(70%)
MISSING:
8,756
(30%)
DISTINCT:
81
(<1%)
ZEROES:
---
MAX
236
95%
156
Q3
130
AVG
122
MEDIAN
118
Q1
110
5%
96
MIN
66
RANGE
170
IQR
20.0
STD
18.1
VAR
327
KURT.
2.08
SKEW
1.00
SUM
2.5M
19
DBP_first
VALUES:
21,067
(71%)
MISSING:
8,562
(29%)
DISTINCT:
82
(<1%)
ZEROES:
---
MAX
238
95%
154
Q3
130
AVG
121
MEDIAN
118
Q1
108
5%
96
MIN
66
RANGE
172
IQR
22.0
STD
18.0
VAR
324
KURT.
2.10
SKEW
1.01
SUM
2.5M
20
SBP_second
VALUES:
20,873
(70%)
MISSING:
8,756
(30%)
DISTINCT:
61
(<1%)
ZEROES:
253
(<1%)
MAX
136
95%
90
Q3
78
MEDIAN
68
AVG
67
Q1
58
5%
42
MIN
0
RANGE
136
IQR
20.0
STD
15.7
VAR
247
KURT.
3.19
SKEW
-0.950
SUM
1.4M
21
DBP_second
VALUES:
21,067
(71%)
MISSING:
8,562
(29%)
DISTINCT:
66
(<1%)
ZEROES:
334
(1%)
MAX
144
95%
90
Q3
76
MEDIAN
68
AVG
67
Q1
58
5%
42
MIN
0
RANGE
144
IQR
18.0
STD
16.2
VAR
263
KURT.
3.51
SKEW
-1.05
SUM
1.4M
22
sw_smoke_100
VALUES:
17,299
(58%)
MISSING:
12,330
(42%)
DISTINCT:
2
(<1%)
23
age_first_smoke
VALUES:
9,155
(31%)
MISSING:
20,474
(69%)
DISTINCT:
57
(<1%)
ZEROES:
325
(1%)
MAX
999
95%
26
Q3
19
AVG
23
MEDIAN
17
Q1
15
5%
9
MIN
0
RANGE
999
IQR
4.00
STD
74.9
VAR
5,606
KURT.
164
SKEW
12.8
SUM
208k
24
sw_smoke_actual
VALUES:
9,155
(31%)
MISSING:
20,474
(69%)
DISTINCT:
3
(<1%)
25
sw_smoker
VALUES:
17,299
(58%)
MISSING:
12,330
(42%)
DISTINCT:
3
(<1%)
26
sw_smoker_cat
VALUES:
17,299
(58%)
MISSING:
12,330
(42%)
DISTINCT:
3
(<1%)
27
sw_cannabis
VALUES:
10,179
(34%)
MISSING:
19,450
(66%)
DISTINCT:
4
(<1%)
28
age_first
VALUES:
6,015
(20%)
MISSING:
23,614
(80%)
DISTINCT:
56
(<1%)
ZEROES:
2
(<1%)
MAX
999
95%
24
Q3
18
AVG
17
MEDIAN
16
Q1
15
5%
12
MIN
0
RANGE
999
IQR
3.00
STD
23.0
VAR
531
KURT.
1,487
SKEW
37.7
SUM
105k
29
last_cannabis_time
VALUES:
6,000
(20%)
MISSING:
23,629
(80%)
DISTINCT:
6
(<1%)
30
sw_drugs
VALUES:
12,693
(43%)
MISSING:
16,936
(57%)
DISTINCT:
4
(<1%)
31
sw_coccaine
VALUES:
2,673
(9%)
MISSING:
26,956
(91%)
DISTINCT:
4
(<1%)
32
sw_heroin
VALUES:
2,673
(9%)
MISSING:
26,956
(91%)
DISTINCT:
3
(<1%)
33
sw_methamphetamine
VALUES:
2,673
(9%)
MISSING:
26,956
(91%)
DISTINCT:
3
(<1%)
34
ALBUMIN
VALUES:
18,625
(63%)
MISSING:
11,004
(37%)
DISTINCT:
36
(<1%)
ZEROES:
---
MAX
56.0
95%
49.0
Q3
46.0
MEDIAN
44.0
AVG
43.5
Q1
41.0
5%
38.0
MIN
20.0
RANGE
36.0
IQR
5.00
STD
3.39
VAR
11.5
KURT.
1.24
SKEW
-0.408
SUM
810k
35
BUN
VALUES:
18,623
(63%)
MISSING:
11,006
(37%)
DISTINCT:
74
(<1%)
ZEROES:
---
MAX
34.3
95%
8.2
Q3
5.7
AVG
5.0
MEDIAN
4.6
Q1
3.6
5%
2.5
MIN
0.7
RANGE
33.6
IQR
2.14
STD
2.08
VAR
4.32
KURT.
20.3
SKEW
2.89
SUM
93,412
36
CALCIO
VALUES:
18,599
(63%)
MISSING:
11,030
(37%)
DISTINCT:
48
(<1%)
ZEROES:
---
MAX
3.02
95%
2.50
Q3
2.42
MEDIAN
2.38
AVG
2.36
Q1
2.30
5%
2.23
MIN
1.60
RANGE
1.42
IQR
0.125
STD
0.090
VAR
0.008
KURT.
1.84
SKEW
-0.012
SUM
43,952
37
CHOLESTEROL
VALUES:
18,621
(63%)
MISSING:
11,008
(37%)
DISTINCT:
293
(<1%)
ZEROES:
---
MAX
14.6
95%
6.6
Q3
5.4
AVG
4.7
MEDIAN
4.6
Q1
3.9
5%
3.2
MIN
0.2
RANGE
14.5
IQR
1.47
STD
1.10
VAR
1.20
KURT.
2.09
SKEW
0.759
SUM
88,111
38
CREATININE
VALUES:
18,625
(63%)
MISSING:
11,004
(37%)
DISTINCT:
301
(1%)
ZEROES:
---
MAX
1,471
95%
121
Q3
95
AVG
87
MEDIAN
82
Q1
72
5%
55
MIN
12
RANGE
1,459
IQR
22.1
STD
41.0
VAR
1,681
KURT.
289
SKEW
13.4
SUM
1.6M
39
GLUCOSE
VALUES:
18,625
(63%)
MISSING:
11,004
(37%)
DISTINCT:
359
(1%)
ZEROES:
---
MAX
34.8
95%
9.2
Q3
5.8
AVG
5.7
MEDIAN
5.2
Q1
4.8
5%
4.2
MIN
1.1
RANGE
33.7
IQR
1.00
STD
2.16
VAR
4.64
KURT.
28.8
SKEW
4.50
SUM
106k
40
IRON
VALUES:
18,603
(63%)
MISSING:
11,026
(37%)
DISTINCT:
263
(<1%)
ZEROES:
---
MAX
99.8
95%
27.8
Q3
20.1
AVG
16.5
MEDIAN
15.8
Q1
12.2
5%
7.7
MIN
0.4
RANGE
99.4
IQR
7.90
STD
6.36
VAR
40.5
KURT.
3.28
SKEW
1.03
SUM
307k
41
PHOSPHORUS
VALUES:
18,622
(63%)
MISSING:
11,007
(37%)
DISTINCT:
63
(<1%)
ZEROES:
---
MAX
3.13
95%
1.61
Q3
1.36
AVG
1.22
MEDIAN
1.20
Q1
1.07
5%
0.90
MIN
0.32
RANGE
2.81
IQR
0.290
STD
0.221
VAR
0.049
KURT.
1.54
SKEW
0.687
SUM
22,753
42
BILIRUBIN
VALUES:
18,615
(63%)
MISSING:
11,014
(37%)
DISTINCT:
48
(<1%)
ZEROES:
9
(<1%)
MAX
125
95%
22
Q3
15
AVG
12
MEDIAN
12
Q1
9
5%
5
MIN
0
RANGE
125
IQR
6.84
STD
5.93
VAR
35.2
KURT.
19.5
SKEW
2.36
SUM
232k
43
PROTEIN
VALUES:
18,590
(63%)
MISSING:
11,039
(37%)
DISTINCT:
47
(<1%)
ZEROES:
---
MAX
104.0
95%
80.0
Q3
75.0
AVG
72.1
MEDIAN
72.0
Q1
69.0
5%
65.0
MIN
52.0
RANGE
52.0
IQR
6.00
STD
4.62
VAR
21.3
KURT.
0.887
SKEW
0.172
SUM
1.3M
44
TRIGLYCERIDS
VALUES:
18,618
(63%)
MISSING:
11,011
(37%)
DISTINCT:
768
(3%)
ZEROES:
---
MAX
36.0
95%
4.4
Q3
2.1
AVG
1.8
MEDIAN
1.3
Q1
0.9
5%
0.5
MIN
0.1
RANGE
35.9
IQR
1.26
STD
1.59
VAR
2.54
KURT.
68.4
SKEW
5.52
SUM
33,111
45
URIC_ACID
VALUES:
18,621
(63%)
MISSING:
11,008
(37%)
DISTINCT:
113
(<1%)
ZEROES:
---
MAX
898
95%
494
Q3
404
AVG
356
MEDIAN
351
Q1
303
5%
238
MIN
24
RANGE
874
IQR
101
STD
79.0
VAR
6,235
KURT.
0.940
SKEW
0.499
SUM
6.6M
46
GLOBULIN
VALUES:
18,589
(63%)
MISSING:
11,040
(37%)
DISTINCT:
53
(<1%)
ZEROES:
---
MAX
67.0
95%
36.0
Q3
31.0
AVG
28.6
MEDIAN
28.0
Q1
26.0
5%
22.0
MIN
7.0
RANGE
60.0
IQR
5.00
STD
4.49
VAR
20.1
KURT.
2.93
SKEW
0.881
SUM
531k
47
HbA1c
VALUES:
18,873
(64%)
MISSING:
10,756
(36%)
DISTINCT:
115
(<1%)
ZEROES:
---
MAX
16.5
95%
7.6
Q3
5.8
AVG
5.7
MEDIAN
5.5
Q1
5.2
5%
4.8
MIN
3.7
RANGE
12.8
IQR
0.600
STD
1.06
VAR
1.12
KURT.
18.3
SKEW
3.60
SUM
108k
48
Glucose_basal
VALUES:
8,354
(28%)
MISSING:
21,275
(72%)
DISTINCT:
274
(<1%)
ZEROES:
---
MAX
479
95%
164
Q3
111
AVG
110
MEDIAN
102
Q1
95
5%
86
MIN
21
RANGE
458
IQR
16.0
STD
34.8
VAR
1,211
KURT.
25.8
SKEW
4.41
SUM
921k
49
Insulin_basal
VALUES:
6,664
(22%)
MISSING:
22,965
(78%)
DISTINCT:
2,567
(9%)
ZEROES:
---
MAX
682
95%
34
Q3
16
AVG
14
MEDIAN
10
Q1
6
5%
3
MIN
0
RANGE
682
IQR
9.77
STD
18.6
VAR
346
KURT.
490
SKEW
16.5
SUM
92,191
50
HOMA_beta
VALUES:
6,655
(22%)
MISSING:
22,974
(78%)
DISTINCT:
6,004
(20%)
ZEROES:
---
MAX
4,529
95%
295
Q3
144
AVG
120
MEDIAN
91
Q1
58
5%
28
MIN
-1,679
RANGE
6,208
IQR
86.4
STD
136
VAR
18,412
KURT.
270
SKEW
10.4
SUM
796k
51
HOMA_IR
VALUES:
6,656
(22%)
MISSING:
22,973
(78%)
DISTINCT:
6,201
(21%)
ZEROES:
---
MAX
270
95%
10
Q3
4
AVG
4
MEDIAN
3
Q1
2
5%
1
MIN
0
RANGE
270
IQR
2.83
STD
7.54
VAR
56.8
KURT.
432
SKEW
17.0
SUM
26,577
52
WBC
VALUES:
24,361
(82%)
MISSING:
5,268
(18%)
DISTINCT:
195
(<1%)
ZEROES:
---
MAX
117
95%
11
Q3
8
AVG
7
MEDIAN
7
Q1
6
5%
4
MIN
1
RANGE
116
IQR
2.70
STD
2.54
VAR
6.44
KURT.
298
SKEW
9.31
SUM
176k
53
lymphocyte_pct
VALUES:
24,340
(82%)
MISSING:
5,289
(18%)
DISTINCT:
702
(2%)
ZEROES:
---
MAX
94.5
95%
53.6
Q3
39.7
AVG
33.6
MEDIAN
32.5
Q1
26.2
5%
17.8
MIN
2.6
RANGE
91.9
IQR
13.5
STD
10.8
VAR
117
KURT.
0.762
SKEW
0.635
SUM
817k
54
monocyte_pct
VALUES:
24,340
(82%)
MISSING:
5,289
(18%)
DISTINCT:
226
(<1%)
ZEROES:
---
MAX
66.9
95%
12.5
Q3
9.6
AVG
8.4
MEDIAN
8.2
Q1
6.9
5%
5.1
MIN
0.6
RANGE
66.3
IQR
2.70
STD
2.41
VAR
5.83
KURT.
28.3
SKEW
2.19
SUM
205k
55
neutrophil_pct
VALUES:
24,340
(82%)
MISSING:
5,289
(18%)
DISTINCT:
750
(3%)
ZEROES:
---
MAX
93.6
95%
71.7
Q3
62.1
MEDIAN
55.0
AVG
54.0
Q1
46.9
5%
32.6
MIN
0.8
RANGE
92.8
IQR
15.2
STD
11.8
VAR
138
KURT.
0.332
SKEW
-0.428
SUM
1.3M
56
eosinophil_pct
VALUES:
24,340
(82%)
MISSING:
5,289
(18%)
DISTINCT:
226
(<1%)
ZEROES:
21
(<1%)
MAX
36.6
95%
8.2
Q3
4.1
AVG
3.3
MEDIAN
2.7
Q1
1.7
5%
0.8
MIN
0.0
RANGE
36.6
IQR
2.40
STD
2.60
VAR
6.77
KURT.
12.9
SKEW
2.67
SUM
81,256
57
basophil_pct
VALUES:
24,340
(82%)
MISSING:
5,289
(18%)
DISTINCT:
64
(<1%)
ZEROES:
393
(1%)
MAX
10.5
95%
1.4
Q3
0.9
AVG
0.7
MEDIAN
0.6
Q1
0.4
5%
0.2
MIN
0.0
RANGE
10.5
IQR
0.500
STD
0.481
VAR
0.231
KURT.
31.5
SKEW
3.60
SUM
17,671
58
lymphocyte_cnt
VALUES:
24,340
(82%)
MISSING:
5,289
(18%)
DISTINCT:
112
(<1%)
ZEROES:
---
MAX
111
95%
4
Q3
3
AVG
2
MEDIAN
2
Q1
2
5%
1
MIN
0
RANGE
111
IQR
1.10
STD
1.47
VAR
2.16
KURT.
1,640
SKEW
28.1
SUM
57,929
59
monocyte_cnt
VALUES:
24,340
(82%)
MISSING:
5,289
(18%)
DISTINCT:
30
(<1%)
ZEROES:
---
MAX
10.2
95%
1.0
Q3
0.7
MEDIAN
0.6
AVG
0.6
Q1
0.5
5%
0.3
MIN
0.1
RANGE
10.1
IQR
0.200
STD
0.223
VAR
0.050
KURT.
180
SKEW
5.88
SUM
14,404
60
neutrophil_cnt
VALUES:
24,340
(82%)
MISSING:
5,289
(18%)
DISTINCT:
149
(<1%)
ZEROES:
---
MAX
83.1
95%
7.1
Q3
4.8
AVG
4.0
MEDIAN
3.7
Q1
2.8
5%
1.7
MIN
0.1
RANGE
83.0
IQR
2.00
STD
1.81
VAR
3.27
KURT.
200
SKEW
5.98
SUM
96,377
61
eosinophil_cnt
VALUES:
24,340
(82%)
MISSING:
5,289
(18%)
DISTINCT:
35
(<1%)
ZEROES:
1,043
(4%)
MAX
8.40
95%
0.60
Q3
0.30
AVG
0.24
MEDIAN
0.20
Q1
0.10
5%
0.10
MIN
0.00
RANGE
8.40
IQR
0.200
STD
0.215
VAR
0.046
KURT.
125
SKEW
6.07
SUM
5,782
62
basophil_cnt
VALUES:
24,340
(82%)
MISSING:
5,289
(18%)
DISTINCT:
12
(<1%)
ZEROES:
14,188
(48%)
MAX
4.70
95%
0.10
Q3
0.10
AVG
0.04
MEDIAN
0.00
Q1
0.00
5%
0.00
MIN
0.00
RANGE
4.70
IQR
0.100
STD
0.065
VAR
0.004
KURT.
1,097
SKEW
16.5
SUM
1,086
63
RBC
VALUES:
24,361
(82%)
MISSING:
5,268
(18%)
DISTINCT:
396
(1%)
ZEROES:
---
MAX
8.30
95%
5.59
Q3
5.15
MEDIAN
4.85
AVG
4.85
Q1
4.55
5%
4.09
MIN
1.67
RANGE
6.63
IQR
0.600
STD
0.474
VAR
0.225
KURT.
1.37
SKEW
-0.039
SUM
118k
64
hemoglobin
VALUES:
24,361
(82%)
MISSING:
5,268
(18%)
DISTINCT:
124
(<1%)
ZEROES:
---
MAX
19.9
95%
16.6
Q3
15.4
MEDIAN
14.5
AVG
14.4
Q1
13.3
5%
11.8
MIN
6.3
RANGE
13.6
IQR
2.10
STD
1.51
VAR
2.28
KURT.
0.169
SKEW
-0.325
SUM
350k
65
hematocrit
VALUES:
24,361
(82%)
MISSING:
5,268
(18%)
DISTINCT:
315
(1%)
ZEROES:
---
MAX
59.1
95%
48.6
Q3
45.3
MEDIAN
42.7
AVG
42.2
Q1
39.2
5%
34.8
MIN
17.9
RANGE
41.2
IQR
6.10
STD
4.32
VAR
18.6
KURT.
0.035
SKEW
-0.325
SUM
1.0M
66
MCV
VALUES:
24,361
(82%)
MISSING:
5,268
(18%)
DISTINCT:
500
(2%)
ZEROES:
---
MAX
115.6
95%
96.7
Q3
91.3
MEDIAN
87.6
AVG
87.2
Q1
83.6
5%
76.7
MIN
50.7
RANGE
64.9
IQR
7.70
STD
6.28
VAR
39.5
KURT.
1.47
SKEW
-0.507
SUM
2.1M
67
MCH
VALUES:
24,361
(82%)
MISSING:
5,268
(18%)
DISTINCT:
217
(<1%)
ZEROES:
---
MAX
74.5
95%
33.2
Q3
31.3
MEDIAN
29.9
AVG
29.7
Q1
28.4
5%
25.6
MIN
13.2
RANGE
61.3
IQR
2.90
STD
2.44
VAR
5.97
KURT.
7.54
SKEW
-0.326
SUM
724k
68
MCHC
VALUES:
24,377
(82%)
MISSING:
5,252
(18%)
DISTINCT:
99
(<1%)
ZEROES:
---
MAX
69.6
95%
35.7
Q3
34.7
MEDIAN
34.1
AVG
34.0
Q1
33.4
5%
32.4
MIN
25.2
RANGE
44.4
IQR
1.30
STD
1.03
VAR
1.07
KURT.
58.5
SKEW
1.56
SUM
830k
69
RDW
VALUES:
24,361
(82%)
MISSING:
5,268
(18%)
DISTINCT:
131
(<1%)
ZEROES:
---
MAX
30.9
95%
15.0
Q3
13.7
AVG
13.2
MEDIAN
13.0
Q1
12.5
5%
11.8
MIN
6.3
RANGE
24.6
IQR
1.20
STD
1.13
VAR
1.28
KURT.
16.2
SKEW
2.50
SUM
321k
70
platelets
VALUES:
24,361
(82%)
MISSING:
5,268
(18%)
DISTINCT:
526
(2%)
ZEROES:
---
MAX
991
95%
373
Q3
285
AVG
249
MEDIAN
240
Q1
202
5%
154
MIN
8
RANGE
983
IQR
83.0
STD
69.5
VAR
4,836
KURT.
3.20
SKEW
1.04
SUM
6.1M
71
MPV
VALUES:
24,361
(82%)
MISSING:
5,268
(18%)
DISTINCT:
81
(<1%)
ZEROES:
---
MAX
13.20
95%
9.70
Q3
8.60
AVG
8.00
MEDIAN
7.90
Q1
7.40
5%
6.60
MIN
4.80
RANGE
8.40
IQR
1.20
STD
0.946
VAR
0.894
KURT.
0.627
SKEW
0.491
SUM
195k
72
sw_diab
VALUES:
28,405
(96%)
MISSING:
1,224
(4%)
DISTINCT:
5
(<1%)
73
diab_age
VALUES:
2,417
(8%)
MISSING:
27,212
(92%)
DISTINCT:
82
(<1%)
ZEROES:
---
MAX
999
95%
73
Q3
60
AVG
57
MEDIAN
50
Q1
41
5%
21
MIN
1
RANGE
998
IQR
19.0
STD
77.3
VAR
5,970
KURT.
126
SKEW
11.0
SUM
137k
74
sw_prediab
VALUES:
18,026
(61%)
MISSING:
11,603
(39%)
DISTINCT:
4
(<1%)
75
sw_diabrisk
VALUES:
18,445
(62%)
MISSING:
11,184
(38%)
DISTINCT:
4
(<1%)
76
sw_insulin
VALUES:
28,404
(96%)
MISSING:
1,225
(4%)
DISTINCT:
4
(<1%)
77
sw_oral_antidiab
VALUES:
3,714
(13%)
MISSING:
25,915
(87%)
DISTINCT:
3
(<1%)
78
diab_retinopathy
VALUES:
2,403
(8%)
MISSING:
27,226
(92%)
DISTINCT:
3
(<1%)
79
insulin_time
VALUES:
616
(2%)
MISSING:
29,013
(98%)
DISTINCT:
45
(<1%)
ZEROES:
---
MAX
999
95%
38
Q3
15
AVG
29
MEDIAN
6
Q1
3
5%
1
MIN
1
RANGE
998
IQR
12.0
STD
120
VAR
14,498
KURT.
40.1
SKEW
6.31
SUM
17,703
80
insulin_period
VALUES:
600
(2%)
MISSING:
29,029
(98%)
DISTINCT:
2
(<1%)
81
CAD
VALUES:
16,863
(57%)
MISSING:
12,766
(43%)
DISTINCT:
4
(<1%)
82
CHF
VALUES:
16,863
(57%)
MISSING:
12,766
(43%)
DISTINCT:
4
(<1%)
83
MI
VALUES:
16,863
(57%)
MISSING:
12,766
(43%)
DISTINCT:
4
(<1%)
84
STROKE
VALUES:
16,863
(57%)
MISSING:
12,766
(43%)
DISTINCT:
4
(<1%)
85
FAMILY_DIAB
VALUES:
16,863
(57%)
MISSING:
12,766
(43%)
DISTINCT:
4
(<1%)
86
sw_asthma_ever
VALUES:
28,405
(96%)
MISSING:
1,224
(4%)
DISTINCT:
4
(<1%)
87
sw_overweight
VALUES:
18,789
(63%)
MISSING:
10,840
(37%)
DISTINCT:
4
(<1%)
88
sw_malignancy
VALUES:
16,863
(57%)
MISSING:
12,766
(43%)
DISTINCT:
4
(<1%)
89
RENAL
VALUES:
16,863
(57%)
MISSING:
12,766
(43%)
DISTINCT:
4
(<1%)
90
DIALYSIS
VALUES:
16,863
(57%)
MISSING:
12,766
(43%)
DISTINCT:
4
(<1%)
Associations
[Only including dataset "DataFrame"]
Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (i.e. ROW LABEL values indicate how much they PROVIDE INFORMATION to each LABEL at the TOP).

Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.
Associations
[Only including dataset "None"]
Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (i.e. ROW LABEL values indicate how much they PROVIDE INFORMATION to each LABEL at the TOP).

Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.
SEQN
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

RDW
0.35
BILIRUBIN
-0.33
MCHC
-0.32
MPV
0.19
MCH
-0.14
BUN
0.12
CALCIO
-0.10
platelets
-0.09
basophil_pct
0.08
basophil_cnt
0.08
ALBUMIN
-0.08
RBC
0.07
monocyte_cnt
0.06
PHOSPHORUS
-0.06

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

ETHNICITY
0.16
sw_oral_antidiab
0.07
sw_prediab
0.07
EDUCATION
0.06
last_cannabis_time
0.06
insulin_period
0.05
sw_smoker_cat
0.04
sw_diab
0.04
sw_smoke_100
0.04
sw_diabrisk
0.04
diab_retinopathy
0.04
pulse_type
0.03
FAMILY_DIAB
0.03
sw_overweight
0.03
MOST FREQUENT VALUES

41477
1
<0.1%
82908
1
<0.1%
82906
1
<0.1%
82905
1
<0.1%
82901
1
<0.1%
82900
1
<0.1%
82899
1
<0.1%
82898
1
<0.1%
82894
1
<0.1%
82892
1
<0.1%
82891
1
<0.1%
82889
1
<0.1%
82888
1
<0.1%
82886
1
<0.1%
82885
1
<0.1%
SMALLEST VALUES

41477
1
<0.1%
41479
1
<0.1%
41480
1
<0.1%
41481
1
<0.1%
41482
1
<0.1%
41483
1
<0.1%
41484
1
<0.1%
41487
1
<0.1%
41488
1
<0.1%
41492
1
<0.1%
41494
1
<0.1%
41495
1
<0.1%
41498
1
<0.1%
41501
1
<0.1%
41502
1
<0.1%
LARGEST VALUES

102956
1
<0.1%
102953
1
<0.1%
102951
1
<0.1%
102950
1
<0.1%
102949
1
<0.1%
102947
1
<0.1%
102946
1
<0.1%
102945
1
<0.1%
102944
1
<0.1%
102936
1
<0.1%
102934
1
<0.1%
102929
1
<0.1%
102928
1
<0.1%
102927
1
<0.1%
102925
1
<0.1%
GENDER
MISSING:
---
TOP CATEGORIES

1
29,629
100%
ALL
29,629
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
GENDER
PROVIDES INFORMATION ON...

sw_pregnant
1.00
insulin_period
0.00
sw_diab
0.00
sw_insulin
0.00
sw_methamphetamine
0.00
last_cannabis_time
0.00
ETHNICITY
0.00
EDUCATION
0.00
HOUSE_INDIV
0.00
FAMILY_SIZE
0.00
pulse_type
0.00
sw_smoke_100
0.00
sw_smoke_actual
0.00
sw_smoker
0.00

THESE FEATURES
GIVE INFORMATION
ON GENDER:

ETHNICITY
1.00
EDUCATION
1.00
HOUSE_INDIV
1.00
FAMILY_SIZE
1.00
sw_pregnant
1.00
pulse_type
1.00
sw_smoke_100
1.00
sw_smoke_actual
1.00
sw_smoker
1.00
sw_smoker_cat
1.00
sw_cannabis
1.00
last_cannabis_time
1.00
sw_drugs
1.00
sw_coccaine
1.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
GENDER
CORRELATION RATIO WITH...

SEQN
0.00
AGE
0.00
FAM_INCOME
0.00
INTERVIE_wgt
0.00
EXAM_wgt
0.00
HEIGHT
0.00
WEIGHT
0.00
BMI
0.00
WAIST_CIRC
0.00
pusle
0.00
SBP_first
0.00
DBP_first
0.00
SBP_second
0.00
DBP_second
0.00
AGE
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

WAIST_CIRC
0.68
WEIGHT
0.65
HEIGHT
0.60
SBP_first
0.55
DBP_first
0.53
MCV
0.52
BMI
0.51
lymphocyte_pct
-0.47
neutrophil_pct
0.44
MCH
0.43
ALBUMIN
-0.42
platelets
-0.41
PHOSPHORUS
-0.40
BUN
0.39

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

sw_malignancy
0.85
CAD
0.84
MI
0.84
sw_smoker_cat
0.84
CHF
0.84
STROKE
0.84
EDUCATION
0.83
RENAL
0.83
FAMILY_DIAB
0.83
sw_smoke_100
0.82
sw_overweight
0.78
sw_smoke_actual
0.57
sw_smoker
0.57
HOUSE_INDIV
0.56
MOST FREQUENT VALUES

0
1,222
4.1%
80
1,113
3.8%
2
885
3.0%
1
855
2.9%
8
698
2.4%
4
695
2.3%
7
666
2.2%
6
658
2.2%
3
636
2.1%
10
628
2.1%
9
619
2.1%
5
614
2.1%
11
604
2.0%
14
536
1.8%
12
514
1.7%
SMALLEST VALUES

0
1,222
4.1%
1
855
2.9%
2
885
3.0%
3
636
2.1%
4
695
2.3%
5
614
2.1%
6
658
2.2%
7
666
2.2%
8
698
2.4%
9
619
2.1%
10
628
2.1%
11
604
2.0%
12
514
1.7%
13
508
1.7%
14
536
1.8%
LARGEST VALUES

80
1,113
3.8%
79
127
0.4%
78
159
0.5%
77
148
0.5%
76
166
0.6%
75
180
0.6%
74
186
0.6%
73
179
0.6%
72
221
0.7%
71
220
0.7%
70
234
0.8%
69
220
0.7%
68
243
0.8%
67
225
0.8%
66
270
0.9%
ETHNICITY
MISSING:
---
TOP CATEGORIES

3
10,812
36%
4
6,585
22%
1
5,337
18%
5
3,820
13%
2
3,075
10%
ALL
29,629
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
ETHNICITY
PROVIDES INFORMATION ON...

GENDER
1.00
sw_pregnant
1.00
EDUCATION
0.03
sw_malignancy
0.02
HOUSE_INDIV
0.02
FAMILY_SIZE
0.02
sw_methamphetamine
0.02
sw_smoke_actual
0.02
sw_cannabis
0.01
CAD
0.01
sw_smoker
0.01
MI
0.01
STROKE
0.01
CHF
0.01

THESE FEATURES
GIVE INFORMATION
ON ETHNICITY:

EDUCATION
0.04
HOUSE_INDIV
0.03
FAMILY_SIZE
0.02
sw_malignancy
0.01
sw_smoke_actual
0.01
sw_smoker_cat
0.01
sw_cannabis
0.01
FAMILY_DIAB
0.01
sw_smoke_100
0.01
CAD
0.01
sw_smoker
0.01
MI
0.01
STROKE
0.01
CHF
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ETHNICITY
CORRELATION RATIO WITH...

INTERVIE_wgt
0.53
EXAM_wgt
0.51
AGE
0.16
SEQN
0.16
neutrophil_cnt
0.15
BUN
0.14
TRIGLYCERIDS
0.13
WEIGHT
0.12
neutrophil_pct
0.12
WBC
0.12
CREATININE
0.11
IRON
0.11
BILIRUBIN
0.11
URIC_ACID
0.10
EDUCATION
MISSING:
12,766
(43%)
TOP CATEGORIES

4.0
4,521
27%
3.0
4,033
24%
5.0
3,902
23%
2.0
2,502
15%
1.0
1,883
11%
9.0
17
<1%
7.0
5
<1%
ALL
16,863
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
EDUCATION
PROVIDES INFORMATION ON...

GENDER
1.00
sw_pregnant
1.00
RENAL
0.88
STROKE
0.87
CHF
0.87
MI
0.84
CAD
0.83
sw_malignancy
0.79
FAMILY_DIAB
0.61
sw_smoke_100
0.58
sw_smoker_cat
0.49
sw_overweight
0.46
sw_drugs
0.29
sw_smoker
0.28

THESE FEATURES
GIVE INFORMATION
ON EDUCATION:

STROKE
0.43
CHF
0.43
FAMILY_DIAB
0.43
MI
0.43
sw_malignancy
0.43
RENAL
0.43
CAD
0.43
sw_smoker_cat
0.40
sw_smoke_100
0.40
sw_overweight
0.30
sw_drugs
0.17
sw_smoke_actual
0.15
sw_smoker
0.15
sw_cannabis
0.11

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
EDUCATION
CORRELATION RATIO WITH...

AGE
0.83
CHOLESTEROL
0.67
HbA1c
0.66
GLOBULIN
0.64
WEIGHT
0.64
PROTEIN
0.64
URIC_ACID
0.64
CALCIO
0.63
ALBUMIN
0.62
BUN
0.61
GLUCOSE
0.60
DBP_second
0.59
CREATININE
0.59
SBP_second
0.58
HOUSE_INDIV
MISSING:
---
TOP CATEGORIES

4
6,286
21%
2
5,794
20%
3
5,159
17%
5
4,672
16%
7
2,754
9%
6
2,648
9%
1
2,316
8%
ALL
29,629
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
HOUSE_INDIV
PROVIDES INFORMATION ON...

GENDER
1.00
sw_pregnant
1.00
FAMILY_SIZE
0.82
RENAL
0.17
STROKE
0.17
CHF
0.17
sw_malignancy
0.17
MI
0.17
CAD
0.17
sw_smoke_100
0.12
FAMILY_DIAB
0.12
sw_overweight
0.11
sw_smoker_cat
0.11
EDUCATION
0.09

THESE FEATURES
GIVE INFORMATION
ON HOUSE_INDIV:

FAMILY_SIZE
0.83
sw_malignancy
0.08
EDUCATION
0.08
sw_smoker_cat
0.07
CAD
0.07
MI
0.07
STROKE
0.07
CHF
0.07
sw_smoke_100
0.07
RENAL
0.07
FAMILY_DIAB
0.07
sw_overweight
0.06
sw_smoke_actual
0.03
sw_smoker
0.03

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
HOUSE_INDIV
CORRELATION RATIO WITH...

AGE
0.56
BUN
0.35
HbA1c
0.34
CREATININE
0.33
URIC_ACID
0.31
GLUCOSE
0.31
GLOBULIN
0.31
CALCIO
0.31
WEIGHT
0.30
PROTEIN
0.30
CHOLESTEROL
0.30
DBP_first
0.29
ALBUMIN
0.29
SBP_first
0.28
FAMILY_SIZE
MISSING:
---
TOP CATEGORIES

4
6,061
20%
2
5,033
17%
3
4,886
16%
5
4,515
15%
1
4,120
14%
6
2,549
9%
7
2,465
8%
ALL
29,629
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FAMILY_SIZE
PROVIDES INFORMATION ON...

GENDER
1.00
sw_pregnant
1.00
HOUSE_INDIV
0.83
RENAL
0.18
STROKE
0.18
CHF
0.18
sw_malignancy
0.17
MI
0.17
CAD
0.17
sw_smoke_100
0.13
FAMILY_DIAB
0.12
sw_overweight
0.12
sw_smoker_cat
0.11
EDUCATION
0.09

THESE FEATURES
GIVE INFORMATION
ON FAMILY_SIZE:

HOUSE_INDIV
0.82
sw_malignancy
0.08
EDUCATION
0.08
sw_smoker_cat
0.08
CAD
0.07
MI
0.07
sw_smoke_100
0.07
STROKE
0.07
CHF
0.07
RENAL
0.07
FAMILY_DIAB
0.07
sw_overweight
0.07
sw_smoke_actual
0.03
sw_smoker
0.03

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FAMILY_SIZE
CORRELATION RATIO WITH...

AGE
0.55
BUN
0.36
HbA1c
0.35
CREATININE
0.34
URIC_ACID
0.33
CALCIO
0.32
GLOBULIN
0.32
PROTEIN
0.32
CHOLESTEROL
0.32
GLUCOSE
0.32
ALBUMIN
0.31
WEIGHT
0.31
DBP_first
0.30
SBP_first
0.29
FAM_INCOME
MISSING:
560
(2%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

insulin_time
0.05
SEQN
0.03
pusle
-0.03
INTERVIE_wgt
0.03
WBC
-0.03
diab_age
0.03
EXAM_wgt
0.03
platelets
-0.02
monocyte_cnt
-0.02
RBC
0.02
neutrophil_cnt
-0.02
age_first_smoke
0.02
CHOLESTEROL
0.02
PHOSPHORUS
-0.02

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

FAMILY_SIZE
0.09
HOUSE_INDIV
0.08
ETHNICITY
0.07
EDUCATION
0.05
sw_smoker_cat
0.04
sw_smoke_100
0.04
sw_cannabis
0.04
last_cannabis_time
0.04
sw_smoke_actual
0.03
sw_drugs
0.03
sw_malignancy
0.03
sw_coccaine
0.03
sw_heroin
0.03
sw_smoker
0.03
MOST FREQUENT VALUES

15.0
4,426
15.2%
6.0
3,423
11.8%
7.0
2,710
9.3%
14.0
2,550
8.8%
5.0
2,309
7.9%
8.0
2,086
7.2%
4.0
2,054
7.1%
3.0
2,015
6.9%
9.0
1,637
5.6%
10.0
1,308
4.5%
2.0
1,229
4.2%
1.0
1,021
3.5%
12.0
822
2.8%
77.0
639
2.2%
99.0
468
1.6%
SMALLEST VALUES

1.0
1,021
3.5%
2.0
1,229
4.2%
3.0
2,015
6.9%
4.0
2,054
7.1%
5.0
2,309
7.9%
6.0
3,423
11.8%
7.0
2,710
9.3%
8.0
2,086
7.2%
9.0
1,637
5.6%
10.0
1,308
4.5%
12.0
822
2.8%
13.0
372
1.3%
14.0
2,550
8.8%
15.0
4,426
15.2%
77.0
639
2.2%
LARGEST VALUES

99.0
468
1.6%
77.0
639
2.2%
15.0
4,426
15.2%
14.0
2,550
8.8%
13.0
372
1.3%
12.0
822
2.8%
10.0
1,308
4.5%
9.0
1,637
5.6%
8.0
2,086
7.2%
7.0
2,710
9.3%
6.0
3,423
11.8%
5.0
2,309
7.9%
4.0
2,054
7.1%
3.0
2,015
6.9%
2.0
1,229
4.2%
sw_pregnant
MISSING:
---
TOP CATEGORIES

0.0
29,629
100%
ALL
29,629
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
sw_pregnant
PROVIDES INFORMATION ON...

GENDER
1.00
insulin_period
0.00
sw_diab
0.00
sw_insulin
0.00
sw_methamphetamine
0.00
last_cannabis_time
0.00
ETHNICITY
0.00
EDUCATION
0.00
HOUSE_INDIV
0.00
FAMILY_SIZE
0.00
pulse_type
0.00
sw_smoke_100
0.00
sw_smoke_actual
0.00
sw_smoker
0.00

THESE FEATURES
GIVE INFORMATION
ON sw_pregnant:

GENDER
1.00
ETHNICITY
1.00
EDUCATION
1.00
HOUSE_INDIV
1.00
FAMILY_SIZE
1.00
pulse_type
1.00
sw_smoke_100
1.00
sw_smoke_actual
1.00
sw_smoker
1.00
sw_smoker_cat
1.00
sw_cannabis
1.00
last_cannabis_time
1.00
sw_drugs
1.00
sw_coccaine
1.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
sw_pregnant
CORRELATION RATIO WITH...

SEQN
0.00
AGE
0.00
FAM_INCOME
0.00
INTERVIE_wgt
0.00
EXAM_wgt
0.00
HEIGHT
0.00
WEIGHT
0.00
BMI
0.00
WAIST_CIRC
0.00
pusle
0.00
SBP_first
0.00
DBP_first
0.00
SBP_second
0.00
DBP_second
0.00
INTERVIE_wgt
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

EXAM_wgt
0.96
WEIGHT
0.30
HEIGHT
0.27
hemoglobin
0.27
hematocrit
0.24
WAIST_CIRC
0.23
MCH
0.20
GLOBULIN
-0.19
MCV
0.18
BMI
0.18
AGE
0.17
lymphocyte_pct
-0.17
neutrophil_pct
0.16
DBP_second
0.13

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

ETHNICITY
0.53
EDUCATION
0.37
sw_cannabis
0.32
sw_drugs
0.31
CHF
0.31
STROKE
0.30
MI
0.30
RENAL
0.30
CAD
0.30
FAMILY_DIAB
0.30
sw_smoker_cat
0.30
sw_malignancy
0.30
sw_smoke_100
0.30
sw_overweight
0.29
MOST FREQUENT VALUES

17606.165994
24
<0.1%
33722.496642
21
<0.1%
25815.880139
21
<0.1%
30052.773793
20
<0.1%
13195.838973
18
<0.1%
80724.305378
18
<0.1%
9286.357078
18
<0.1%
13927.458372
18
<0.1%
21842.170201
17
<0.1%
52939.841053
17
<0.1%
13768.911467
17
<0.1%
24494.468888
17
<0.1%
21378.308703
16
<0.1%
7750.960967
16
<0.1%
88102.8097
16
<0.1%
SMALLEST VALUES

2571.06871234663
1
<0.1%
2944.532331
1
<0.1%
3089.19525279031
1
<0.1%
3102.19105224959
1
<0.1%
3133.357694
1
<0.1%
3166.187819
3
<0.1%
3202.405709
1
<0.1%
3216.088296
1
<0.1%
3314.730854
1
<0.1%
3315.414852
1
<0.1%
3422.327852
1
<0.1%
3451.049788
2
<0.1%
3455.479944
1
<0.1%
3566.953191
1
<0.1%
3579.260707
1
<0.1%
LARGEST VALUES

433085.005262496
1
<0.1%
407301.191178808
1
<0.1%
387879.296019382
1
<0.1%
374688.535109909
1
<0.1%
373660.788530346
1
<0.1%
363343.179261864
1
<0.1%
335560.54762521
2
<0.1%
330375.900551756
1
<0.1%
329882.363137034
1
<0.1%
319907.529633045
1
<0.1%
313107.409483605
1
<0.1%
293906.262671254
1
<0.1%
292259.467988792
1
<0.1%
287740.07109714
1
<0.1%
284647.189060638
1
<0.1%
EXAM_wgt
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

INTERVIE_wgt
0.96
WEIGHT
0.30
HEIGHT
0.27
hemoglobin
0.26
hematocrit
0.24
WAIST_CIRC
0.22
MCH
0.20
GLOBULIN
-0.19
MCV
0.18
BMI
0.18
lymphocyte_pct
-0.17
AGE
0.17
neutrophil_pct
0.16
DBP_second
0.13

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

ETHNICITY
0.51
EDUCATION
0.36
sw_cannabis
0.35
sw_drugs
0.34
last_cannabis_time
0.30
CHF
0.29
STROKE
0.29
MI
0.29
RENAL
0.29
CAD
0.29
FAMILY_DIAB
0.29
sw_smoker_cat
0.29
sw_malignancy
0.29
sw_smoke_100
0.29
MOST FREQUENT VALUES

0.0
1,193
4.0%
83611.800559
14
<0.1%
14580.174024
13
<0.1%
81895.402401
13
<0.1%
29506.019829
12
<0.1%
15985.499547
12
<0.1%
22510.525888
12
<0.1%
17558.40257
12
<0.1%
33645.553037
11
<0.1%
16237.145138
11
<0.1%
24655.376656
11
<0.1%
26556.735732
11
<0.1%
9590.4584
10
<0.1%
51794.690018
10
<0.1%
21679.457463
10
<0.1%
SMALLEST VALUES

0.0
1,193
4.0%
2566.18385448314
1
<0.1%
3128.17178936485
1
<0.1%
3154.158557
1
<0.1%
3166.252317
1
<0.1%
3186.200006
3
<0.1%
3332.086205
1
<0.1%
3360.050787
1
<0.1%
3381.86605798291
1
<0.1%
3415.287241
1
<0.1%
3415.991989
1
<0.1%
3432.28467
1
<0.1%
3445.047049
1
<0.1%
3487.279607
1
<0.1%
3558.465344
1
<0.1%
LARGEST VALUES

419762.836487576
1
<0.1%
419056.576211997
1
<0.1%
407800.803407575
1
<0.1%
379744.44769473
1
<0.1%
373049.101439956
1
<0.1%
363629.370525946
1
<0.1%
347125.726039169
1
<0.1%
339593.351323581
1
<0.1%
336326.881840465
1
<0.1%
332785.866231774
2
<0.1%
322377.079684728
1
<0.1%
310518.388487575
1
<0.1%
308134.405321506
1
<0.1%
307165.26008922
1
<0.1%
306729.710255991
1
<0.1%
HEIGHT
MISSING:
3,545
(12%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

WEIGHT
0.83
WAIST_CIRC
0.74
AGE
0.60
BMI
0.59
hematocrit
0.58
hemoglobin
0.55
MCV
0.47
platelets
-0.43
lymphocyte_pct
-0.43
neutrophil_pct
0.41
SBP_second
0.40
DBP_second
0.39
MCH
0.39
SBP_first
0.31

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

sw_overweight
0.55
sw_diabrisk
0.52
sw_diab
0.52
sw_insulin
0.51
sw_asthma_ever
0.51
sw_prediab
0.51
sw_drugs
0.49
sw_smoker_cat
0.48
sw_smoke_100
0.48
EDUCATION
0.47
STROKE
0.47
RENAL
0.47
CHF
0.47
MI
0.47
MOST FREQUENT VALUES

172.9
117
0.4%
175.0
112
0.4%
173.9
112
0.4%
178.4
111
0.4%
173.8
110
0.4%
174.4
109
0.4%
171.7
109
0.4%
170.9
108
0.4%
176.0
108
0.4%
172.6
108
0.4%
171.9
107
0.4%
175.5
106
0.4%
173.1
106
0.4%
170.5
105
0.4%
172.8
105
0.4%
SMALLEST VALUES

79.7
1
<0.1%
80.7
1
<0.1%
80.9
1
<0.1%
81.3
3
<0.1%
81.7
1
<0.1%
82.0
2
<0.1%
82.3
1
<0.1%
82.4
3
<0.1%
82.5
1
<0.1%
82.6
1
<0.1%
82.9
1
<0.1%
83.1
4
<0.1%
83.2
2
<0.1%
83.3
1
<0.1%
83.5
2
<0.1%
LARGEST VALUES

204.5
1
<0.1%
203.8
1
<0.1%
202.7
3
<0.1%
202.6
1
<0.1%
201.7
1
<0.1%
201.6
1
<0.1%
201.0
1
<0.1%
200.7
1
<0.1%
200.4
1
<0.1%
199.9
1
<0.1%
199.6
1
<0.1%
199.5
1
<0.1%
199.4
2
<0.1%
199.3
1
<0.1%
199.2
2
<0.1%
WEIGHT
MISSING:
1,481
(5%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

WAIST_CIRC
0.96
BMI
0.93
HEIGHT
0.83
AGE
0.65
hematocrit
0.52
hemoglobin
0.50
lymphocyte_pct
-0.44
neutrophil_pct
0.44
MCV
0.39
SBP_second
0.39
DBP_second
0.38
Insulin_basal
0.37
platelets
-0.36
DBP_first
0.36

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

sw_overweight
0.74
sw_smoker_cat
0.65
sw_smoke_100
0.65
EDUCATION
0.64
FAMILY_DIAB
0.64
STROKE
0.63
RENAL
0.63
CHF
0.63
MI
0.63
sw_malignancy
0.63
CAD
0.63
sw_drugs
0.60
sw_diabrisk
0.57
sw_prediab
0.54
MOST FREQUENT VALUES

77.5
57
0.2%
77.7
56
0.2%
80.0
56
0.2%
79.1
55
0.2%
74.2
54
0.2%
79.6
54
0.2%
76.3
53
0.2%
75.9
53
0.2%
73.3
52
0.2%
81.3
52
0.2%
78.4
52
0.2%
76.2
52
0.2%
78.6
51
0.2%
76.9
51
0.2%
78.7
51
0.2%
SMALLEST VALUES

3.1
1
<0.1%
3.2
2
<0.1%
3.3
1
<0.1%
3.4
1
<0.1%
3.5
1
<0.1%
3.6
4
<0.1%
3.7
1
<0.1%
3.8
5
<0.1%
3.9
7
<0.1%
4.0
5
<0.1%
4.1
4
<0.1%
4.2
7
<0.1%
4.3
5
<0.1%
4.4
4
<0.1%
4.5
9
<0.1%
LARGEST VALUES

242.6
1
<0.1%
239.4
1
<0.1%
223.0
1
<0.1%
222.6
1
<0.1%
218.2
1
<0.1%
215.4
1
<0.1%
213.5
1
<0.1%
207.2
1
<0.1%
203.5
1
<0.1%
203.0
1
<0.1%
201.8
1
<0.1%
198.9
1
<0.1%
197.7
1
<0.1%
195.8
1
<0.1%
195.7
1
<0.1%
BMI
MISSING:
3,585
(12%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

WAIST_CIRC
0.95
WEIGHT
0.93
HEIGHT
0.59
AGE
0.51
Insulin_basal
0.40
hematocrit
0.38
hemoglobin
0.36
HOMA_IR
0.34
DBP_first
0.34
neutrophil_pct
0.33
HOMA_beta
0.33
SBP_first
0.33
lymphocyte_pct
-0.33
URIC_ACID
0.33

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

sw_overweight
0.62
sw_smoker_cat
0.53
sw_smoke_100
0.53
FAMILY_DIAB
0.52
EDUCATION
0.52
STROKE
0.52
CHF
0.52
MI
0.52
RENAL
0.52
sw_malignancy
0.52
CAD
0.52
sw_drugs
0.51
sw_diab
0.47
sw_diabrisk
0.44
MOST FREQUENT VALUES

26.6
129
0.5%
25.8
120
0.5%
16.2
116
0.4%
16.1
113
0.4%
23.9
112
0.4%
24.0
111
0.4%
23.8
110
0.4%
26.8
110
0.4%
24.7
109
0.4%
15.7
108
0.4%
27.9
108
0.4%
16.0
107
0.4%
23.5
107
0.4%
26.1
106
0.4%
28.0
105
0.4%
SMALLEST VALUES

12.2
1
<0.1%
12.3
1
<0.1%
12.5
1
<0.1%
12.54
1
<0.1%
12.6
2
<0.1%
12.61
1
<0.1%
12.7
3
<0.1%
12.75
1
<0.1%
12.8
2
<0.1%
12.83
1
<0.1%
12.89
1
<0.1%
12.9
5
<0.1%
13.0
4
<0.1%
13.02
1
<0.1%
13.06
1
<0.1%
LARGEST VALUES

86.2
1
<0.1%
74.1
1
<0.1%
72.56
1
<0.1%
71.83
1
<0.1%
68.2
1
<0.1%
67.9
1
<0.1%
66.32
1
<0.1%
66.2
1
<0.1%
66.16
1
<0.1%
65.37
1
<0.1%
64.3
1
<0.1%
63.92
1
<0.1%
63.91
1
<0.1%
63.3
2
<0.1%
62.0
2
<0.1%
WAIST_CIRC
MISSING:
4,632
(16%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

WEIGHT
0.96
BMI
0.95
HEIGHT
0.74
AGE
0.68
hematocrit
0.44
hemoglobin
0.43
lymphocyte_pct
-0.42
SBP_first
0.42
neutrophil_pct
0.42
DBP_first
0.42
SBP_second
0.37
Insulin_basal
0.36
DBP_second
0.36
MCV
0.36

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

sw_overweight
0.58
sw_drugs
0.53
sw_smoker_cat
0.52
sw_smoke_100
0.52
FAMILY_DIAB
0.52
EDUCATION
0.52
STROKE
0.51
RENAL
0.51
MI
0.51
CAD
0.51
sw_malignancy
0.51
CHF
0.51
sw_diabrisk
0.45
sw_diab
0.44
MOST FREQUENT VALUES

97.0
83
0.3%
101.0
78
0.3%
93.0
75
0.3%
100.0
74
0.3%
95.0
73
0.3%
97.5
71
0.3%
107.0
70
0.3%
98.5
68
0.3%
99.0
68
0.3%
96.5
66
0.3%
94.0
66
0.3%
102.0
66
0.3%
96.0
66
0.3%
95.5
64
0.3%
92.0
64
0.3%
SMALLEST VALUES

37.8
1
<0.1%
39.7
1
<0.1%
39.8
1
<0.1%
40.0
2
<0.1%
40.2
1
<0.1%
40.5
1
<0.1%
40.7
1
<0.1%
40.8
1
<0.1%
41.0
1
<0.1%
41.2
4
<0.1%
41.4
1
<0.1%
41.5
1
<0.1%
41.6
1
<0.1%
41.8
1
<0.1%
42.0
2
<0.1%
LARGEST VALUES

179.0
1
<0.1%
178.2
1
<0.1%
177.9
1
<0.1%
176.0
1
<0.1%
172.2
1
<0.1%
172.0
1
<0.1%
169.6
1
<0.1%
168.7
1
<0.1%
167.0
1
<0.1%
166.4
1
<0.1%
165.8
1
<0.1%
164.1
1
<0.1%
163.9
1
<0.1%
163.7
1
<0.1%
163.0
1
<0.1%
pusle
MISSING:
7,975
(27%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

platelets
0.22
AGE
-0.21
HEIGHT
-0.21
neutrophil_cnt
0.16
WBC
0.16
Insulin_basal
0.16
HOMA_beta
0.14
HOMA_IR
0.14
TRIGLYCERIDS
0.14
MCV
-0.14
GLUCOSE
0.13
PROTEIN
0.13
Glucose_basal
0.12
SBP_first
-0.11

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

sw_overweight
0.50
sw_diabrisk
0.49
sw_prediab
0.47
sw_smoker_cat
0.45
sw_smoke_100
0.45
sw_drugs
0.44
EDUCATION
0.43
FAMILY_DIAB
0.43
CAD
0.43
MI
0.43
CHF
0.43
STROKE
0.43
sw_malignancy
0.43
RENAL
0.43
MOST FREQUENT VALUES

70.0
1,481
6.8%
74.0
1,377
6.4%
72.0
1,377
6.4%
68.0
1,356
6.3%
66.0
1,345
6.2%
64.0
1,261
5.8%
62.0
1,177
5.4%
76.0
1,173
5.4%
60.0
1,171
5.4%
78.0
1,130
5.2%
80.0
980
4.5%
82.0
942
4.4%
58.0
881
4.1%
84.0
744
3.4%
86.0
640
3.0%
SMALLEST VALUES

36.0
1
<0.1%
40.0
7
<0.1%
42.0
12
<0.1%
44.0
30
0.1%
46.0
59
0.3%
48.0
112
0.5%
50.0
226
1.0%
52.0
299
1.4%
54.0
467
2.2%
56.0
612
2.8%
58.0
881
4.1%
60.0
1,171
5.4%
62.0
1,177
5.4%
64.0
1,261
5.8%
66.0
1,345
6.2%
LARGEST VALUES

180.0
1
<0.1%
172.0
1
<0.1%
160.0
1
<0.1%
142.0
1
<0.1%
140.0
1
<0.1%
136.0
4
<0.1%
132.0
3
<0.1%
130.0
2
<0.1%
128.0
4
<0.1%
126.0
1
<0.1%
124.0
2
<0.1%
122.0
4
<0.1%
120.0
10
<0.1%
118.0
14
<0.1%
116.0
9
<0.1%
pulse_type
MISSING:
2,084
(7%)
TOP CATEGORIES

Regular
26,902
98%
Irregular
643
2%
ALL
27,545
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
pulse_type
PROVIDES INFORMATION ON...

GENDER
1.00
sw_pregnant
1.00
sw_drugs
0.02
sw_cannabis
0.02
last_cannabis_time
0.01
DIALYSIS
0.01
CHF
0.01
CAD
0.01
MI
0.01
sw_malignancy
0.01
sw_coccaine
0.01
RENAL
0.01
sw_heroin
0.01
STROKE
0.01

THESE FEATURES
GIVE INFORMATION
ON pulse_type:

sw_drugs
0.06
sw_cannabis
0.04
last_cannabis_time
0.03
sw_malignancy
0.02
CAD
0.02
CHF
0.02
sw_smoker_cat
0.02
MI
0.02
HOUSE_INDIV
0.02
FAMILY_SIZE
0.02
EDUCATION
0.02
STROKE
0.02
RENAL
0.02
sw_smoke_100
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
pulse_type
CORRELATION RATIO WITH...

pusle
0.43
DBP_first
0.42
SBP_first
0.41
DBP_second
0.40
SBP_second
0.39
HEIGHT
0.38
WAIST_CIRC
0.36
MCHC
0.35
MCV
0.35
RDW
0.35
MCH
0.35
RBC
0.34
hematocrit
0.34
hemoglobin
0.34
SBP_first
MISSING:
8,756
(30%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

DBP_first
0.95
AGE
0.55
SBP_second
0.46
DBP_second
0.43
WAIST_CIRC
0.42
WEIGHT
0.36
BMI
0.33
HEIGHT
0.31
PHOSPHORUS
-0.24
lymphocyte_pct
-0.21
MCV
0.21
HbA1c
0.20
Glucose_basal
0.19
neutrophil_pct
0.19

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

sw_overweight
0.61
sw_smoker_cat
0.56
sw_smoke_100
0.56
EDUCATION
0.55
MI
0.55
sw_malignancy
0.55
FAMILY_DIAB
0.55
STROKE
0.55
CAD
0.55
RENAL
0.55
CHF
0.55
sw_diabrisk
0.54
sw_prediab
0.52
sw_drugs
0.48
MOST FREQUENT VALUES

116.0
1,232
5.9%
114.0
1,172
5.6%
118.0
1,080
5.2%
124.0
1,030
4.9%
112.0
988
4.7%
126.0
987
4.7%
120.0
953
4.6%
110.0
904
4.3%
122.0
904
4.3%
106.0
883
4.2%
108.0
832
4.0%
104.0
782
3.7%
128.0
747
3.6%
130.0
642
3.1%
134.0
639
3.1%
SMALLEST VALUES

66.0
1
<0.1%
72.0
3
<0.1%
74.0
2
<0.1%
76.0
5
<0.1%
78.0
4
<0.1%
80.0
5
<0.1%
82.0
14
<0.1%
84.0
38
0.2%
86.0
49
0.2%
88.0
74
0.4%
90.0
130
0.6%
92.0
174
0.8%
94.0
273
1.3%
96.0
372
1.8%
98.0
428
2.1%
LARGEST VALUES

236.0
1
<0.1%
230.0
2
<0.1%
228.0
1
<0.1%
226.0
1
<0.1%
224.0
1
<0.1%
222.0
1
<0.1%
220.0
4
<0.1%
218.0
2
<0.1%
216.0
3
<0.1%
212.0
1
<0.1%
210.0
7
<0.1%
208.0
4
<0.1%
206.0
2
<0.1%
204.0
5
<0.1%
202.0
3
<0.1%
DBP_first
MISSING:
8,562
(29%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

SBP_first
0.95
AGE
0.53
SBP_second
0.47
DBP_second
0.45
WAIST_CIRC
0.42
WEIGHT
0.36
BMI
0.34
HEIGHT
0.31
PHOSPHORUS
-0.23
lymphocyte_pct
-0.20
HbA1c
0.19
MCV
0.19
Glucose_basal
0.19
neutrophil_pct
0.19

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

sw_overweight
0.63
sw_smoker_cat
0.58
sw_smoke_100
0.58
EDUCATION
0.56
sw_malignancy
0.56
FAMILY_DIAB
0.56
MI
0.56
RENAL
0.56
STROKE
0.56
CAD
0.56
CHF
0.56
sw_diabrisk
0.55
sw_prediab
0.53
sw_drugs
0.51
MOST FREQUENT VALUES

116.0
1,277
6.1%
114.0
1,261
6.0%
118.0
1,096
5.2%
124.0
1,070
5.1%
110.0
1,009
4.8%
126.0
948
4.5%
112.0
939
4.5%
108.0
936
4.4%
120.0
906
4.3%
106.0
884
4.2%
122.0
832
3.9%
104.0
791
3.8%
128.0
738
3.5%
134.0
626
3.0%
130.0
620
2.9%
SMALLEST VALUES

66.0
1
<0.1%
68.0
1
<0.1%
72.0
1
<0.1%
74.0
4
<0.1%
76.0
4
<0.1%
78.0
2
<0.1%
80.0
8
<0.1%
82.0
11
<0.1%
84.0
51
0.2%
86.0
67
0.3%
88.0
78
0.4%
90.0
155
0.7%
92.0
187
0.9%
94.0
285
1.4%
96.0
379
1.8%
LARGEST VALUES

238.0
1
<0.1%
236.0
1
<0.1%
230.0
1
<0.1%
228.0
1
<0.1%
226.0
2
<0.1%
222.0
1
<0.1%
220.0
1
<0.1%
216.0
1
<0.1%
214.0
4
<0.1%
212.0
2
<0.1%
210.0
2
<0.1%
208.0
4
<0.1%
206.0
5
<0.1%
204.0
7
<0.1%
202.0
3
<0.1%
SBP_second
MISSING:
8,756
(30%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

DBP_second
0.88
DBP_first
0.47
SBP_first
0.46
HEIGHT
0.40
WEIGHT
0.39
WAIST_CIRC
0.37
AGE
0.33
BMI
0.32
hematocrit
0.30
hemoglobin
0.30
CHOLESTEROL
0.28
PHOSPHORUS
-0.23
RBC
0.17
TRIGLYCERIDS
0.16

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

sw_overweight
0.63
sw_smoker_cat
0.59
sw_smoke_100
0.59
EDUCATION
0.58
CHF
0.58
CAD
0.58
sw_malignancy
0.58
RENAL
0.58
MI
0.58
FAMILY_DIAB
0.58
STROKE
0.58
sw_diabrisk
0.56
sw_drugs
0.56
sw_prediab
0.54
MOST FREQUENT VALUES

74.0
1,328
6.4%
72.0
1,318
6.3%
68.0
1,182
5.7%
76.0
1,171
5.6%
64.0
1,144
5.5%
70.0
1,142
5.5%
66.0
1,135
5.4%
62.0
1,047
5.0%
78.0
965
4.6%
80.0
884
4.2%
58.0
820
3.9%
60.0
790
3.8%
56.0
776
3.7%
82.0
717
3.4%
54.0
664
3.2%
SMALLEST VALUES

0.0
253
1.2%
2.0
1
<0.1%
4.0
2
<0.1%
10.0
5
<0.1%
12.0
5
<0.1%
14.0
6
<0.1%
16.0
3
<0.1%
18.0
3
<0.1%
20.0
7
<0.1%
22.0
15
<0.1%
24.0
9
<0.1%
26.0
13
<0.1%
28.0
24
0.1%
30.0
38
0.2%
32.0
53
0.3%
LARGEST VALUES

136.0
1
<0.1%
122.0
2
<0.1%
120.0
3
<0.1%
118.0
6
<0.1%
116.0
4
<0.1%
114.0
9
<0.1%
112.0
5
<0.1%
110.0
22
0.1%
108.0
25
0.1%
106.0
18
<0.1%
104.0
35
0.2%
102.0
55
0.3%
100.0
86
0.4%
98.0
84
0.4%
96.0
132
0.6%
DBP_second
MISSING:
8,562
(29%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

SBP_second
0.88
DBP_first
0.45
SBP_first
0.43
HEIGHT
0.39
WEIGHT
0.38
WAIST_CIRC
0.36
AGE
0.32
BMI
0.31
hematocrit
0.30
hemoglobin
0.30
CHOLESTEROL
0.27
PHOSPHORUS
-0.22
RBC
0.18
TRIGLYCERIDS
0.16

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

sw_overweight
0.65
sw_smoker_cat
0.60
sw_smoke_100
0.60
EDUCATION
0.59
CHF
0.59
CAD
0.59
sw_malignancy
0.59
MI
0.59
FAMILY_DIAB
0.59
STROKE
0.59
RENAL
0.59
sw_drugs
0.58
sw_diabrisk
0.57
sw_prediab
0.55
MOST FREQUENT VALUES

72.0
1,280
6.1%
68.0
1,246
5.9%
70.0
1,241
5.9%
74.0
1,239
5.9%
76.0
1,214
5.8%
66.0
1,153
5.5%
78.0
1,131
5.4%
64.0
1,111
5.3%
62.0
1,020
4.8%
60.0
893
4.2%
58.0
796
3.8%
80.0
788
3.7%
56.0
734
3.5%
54.0
697
3.3%
82.0
670
3.2%
SMALLEST VALUES

0.0
334
1.6%
2.0
2
<0.1%
6.0
3
<0.1%
10.0
3
<0.1%
12.0
1
<0.1%
14.0
5
<0.1%
16.0
2
<0.1%
18.0
2
<0.1%
20.0
8
<0.1%
22.0
9
<0.1%
24.0
9
<0.1%
26.0
20
<0.1%
28.0
26
0.1%
30.0
34
0.2%
32.0
51
0.2%
LARGEST VALUES

144.0
1
<0.1%
136.0
1
<0.1%
134.0
1
<0.1%
130.0
1
<0.1%
128.0
1
<0.1%
124.0
1
<0.1%
122.0
1
<0.1%
120.0
3
<0.1%
118.0
6
<0.1%
116.0
4
<0.1%
114.0
10
<0.1%
112.0
5
<0.1%
110.0
13
<0.1%
108.0
25
0.1%
106.0
31
0.1%
sw_smoke_100
MISSING:
12,330
(42%)
TOP CATEGORIES

1.0
9,155
53%
2.0
8,144
47%
ALL
17,299
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
sw_smoke_100
PROVIDES INFORMATION ON...

GENDER
1.00
sw_pregnant
1.00
sw_smoker_cat
0.83
RENAL
0.80
STROKE
0.79
CHF
0.79
MI
0.76
CAD
0.75
sw_smoker
0.74
sw_malignancy
0.72
sw_smoke_actual
0.69
FAMILY_DIAB
0.55
sw_overweight
0.49
EDUCATION
0.40

THESE FEATURES
GIVE INFORMATION
ON sw_smoke_100:

sw_smoker_cat
1.00
EDUCATION
0.58
MI
0.57
CAD
0.57
sw_malignancy
0.57
STROKE
0.57
CHF
0.57
RENAL
0.57
FAMILY_DIAB
0.57
sw_smoke_actual
0.57
sw_smoker
0.57
sw_overweight
0.47
sw_drugs
0.28
sw_cannabis
0.20

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
sw_smoke_100
CORRELATION RATIO WITH...

AGE
0.82
CHOLESTEROL
0.68
HbA1c
0.68
GLOBULIN
0.66
PROTEIN
0.65
CALCIO
0.65
URIC_ACID
0.65
WEIGHT
0.65
ALBUMIN
0.64
BUN
0.62
GLUCOSE
0.61
DBP_second
0.60
CREATININE
0.60
SBP_second
0.59
age_first_smoke
MISSING:
20,474
(69%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

diab_age
0.33
AGE
0.05
ALBUMIN
-0.04
INTERVIE_wgt
-0.04
EXAM_wgt
-0.04
RBC
-0.04
hemoglobin
-0.04
hematocrit
-0.03
WEIGHT
-0.03
HEIGHT
-0.03
RDW
0.03
BMI
-0.02
FAM_INCOME
0.02
insulin_time
-0.02

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

sw_smoke_actual
0.25
sw_smoke_100
0.25
sw_smoker
0.25
sw_smoker_cat
0.25
EDUCATION
0.17
CHF
0.15
MI
0.15
RENAL
0.15
FAMILY_DIAB
0.15
STROKE
0.14
CAD
0.14
sw_malignancy
0.14
sw_overweight
0.13
FAMILY_SIZE
0.09
MOST FREQUENT VALUES

18.0
1,325
14.5%
16.0
1,051
11.5%
17.0
940
10.3%
15.0
894
9.8%
20.0
639
7.0%
14.0
634
6.9%
19.0
535
5.8%
13.0
483
5.3%
21.0
349
3.8%
12.0
346
3.8%
0.0
325
3.5%
22.0
260
2.8%
25.0
241
2.6%
23.0
147
1.6%
10.0
126
1.4%
SMALLEST VALUES

0.0
325
3.5%
6.0
2
<0.1%
7.0
55
0.6%
8.0
43
0.5%
9.0
79
0.9%
10.0
126
1.4%
11.0
100
1.1%
12.0
346
3.8%
13.0
483
5.3%
14.0
634
6.9%
15.0
894
9.8%
16.0
1,051
11.5%
17.0
940
10.3%
18.0
1,325
14.5%
19.0
535
5.8%
LARGEST VALUES

999.0
52
0.6%
777.0
2
<0.1%
72.0
1
<0.1%
71.0
1
<0.1%
68.0
1
<0.1%
63.0
1
<0.1%
58.0
3
<0.1%
56.0
1
<0.1%
55.0
2
<0.1%
54.0
1
<0.1%
52.0
1
<0.1%
50.0
7
<0.1%
49.0
1
<0.1%
48.0
2
<0.1%
47.0
1
<0.1%
sw_smoke_actual
MISSING:
20,474
(69%)
TOP CATEGORIES

3.0
5,044
55%
1.0
3,252
36%
2.0
859
9%
ALL
9,155
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
sw_smoke_actual
PROVIDES INFORMATION ON...

GENDER
1.00
sw_pregnant
1.00
sw_smoker
1.00
sw_smoker_cat
0.64
sw_smoke_100
0.57
RENAL
0.28
STROKE
0.27
CHF
0.27
MI
0.26
CAD
0.26
sw_malignancy
0.25
FAMILY_DIAB
0.19
sw_overweight
0.18
sw_coccaine
0.15

THESE FEATURES
GIVE INFORMATION
ON sw_smoke_actual:

sw_smoker
0.92
sw_smoker_cat
0.92
sw_smoke_100
0.69
EDUCATION
0.26
sw_malignancy
0.24
CAD
0.24
MI
0.24
CHF
0.24
STROKE
0.24
RENAL
0.24
FAMILY_DIAB
0.24
sw_overweight
0.20
sw_drugs
0.10
FAMILY_SIZE
0.07

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
sw_smoke_actual
CORRELATION RATIO WITH...

AGE
0.57
HbA1c
0.40
CHOLESTEROL
0.39
GLOBULIN
0.37
CALCIO
0.37
URIC_ACID
0.37
BUN
0.37
PROTEIN
0.37
GLUCOSE
0.36
WEIGHT
0.36
ALBUMIN
0.36
CREATININE
0.35
DBP_first
0.34
SBP_first
0.33
sw_smoker
MISSING:
12,330
(42%)
TOP CATEGORIES

0.0
8,130
47%
1.0
5,044
29%
2.0
4,125
24%
ALL
17,299
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
sw_smoker
PROVIDES INFORMATION ON...

GENDER
1.00
sw_pregnant
1.00
sw_smoke_actual
0.92
sw_smoker_cat
0.64
sw_smoke_100
0.57
RENAL
0.28
STROKE
0.27
CHF
0.27
MI
0.26
CAD
0.26
sw_malignancy
0.25
FAMILY_DIAB
0.19
sw_overweight
0.18
sw_coccaine
0.15

THESE FEATURES
GIVE INFORMATION
ON sw_smoker:

sw_smoker_cat
1.00
sw_smoke_actual
1.00
sw_smoke_100
0.74
EDUCATION
0.28
sw_malignancy
0.26
CAD
0.26
MI
0.26
CHF
0.26
STROKE
0.26
RENAL
0.26
FAMILY_DIAB
0.26
sw_overweight
0.22
sw_drugs
0.11
FAMILY_SIZE
0.08

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
sw_smoker
CORRELATION RATIO WITH...

AGE
0.57
HbA1c
0.40
CHOLESTEROL
0.39
GLOBULIN
0.37
CALCIO
0.37
URIC_ACID
0.37
BUN
0.37
PROTEIN
0.37
GLUCOSE
0.37
WEIGHT
0.36
ALBUMIN
0.36
CREATININE
0.35
DBP_first
0.34
SBP_first
0.34
sw_smoker_cat
MISSING:
12,330
(42%)
TOP CATEGORIES

Non-smoker
8,130
47%
Past-smoker
5,044
29%
Smoker
4,125
24%
ALL
17,299
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
sw_smoker_cat
PROVIDES INFORMATION ON...

GENDER
1.00
sw_pregnant
1.00
sw_smoker
1.00
sw_smoke_100
1.00
sw_smoke_actual
0.92
RENAL
0.80
STROKE
0.79
CHF
0.79
MI
0.76
CAD
0.75
sw_malignancy
0.72
FAMILY_DIAB
0.56
sw_overweight
0.49
EDUCATION
0.40

THESE FEATURES
GIVE INFORMATION
ON sw_smoker_cat:

sw_smoke_100
0.83
sw_smoker
0.64
sw_smoke_actual
0.64
EDUCATION
0.49
sw_malignancy
0.48
CAD
0.48
MI
0.48
CHF
0.48
STROKE
0.48
RENAL
0.48
FAMILY_DIAB
0.48
sw_overweight
0.39
sw_drugs
0.24
sw_cannabis
0.18

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
sw_smoker_cat
CORRELATION RATIO WITH...

AGE
0.84
CHOLESTEROL
0.68
HbA1c
0.68
GLOBULIN
0.66
PROTEIN
0.65
URIC_ACID
0.65
CALCIO
0.65
WEIGHT
0.65
ALBUMIN
0.64
BUN
0.63
GLUCOSE
0.61
DBP_second
0.60
CREATININE
0.60
SBP_second
0.59
sw_cannabis
MISSING:
19,450
(66%)
TOP CATEGORIES

1.0
6,016
59%
2.0
4,137
41%
7.0
16
<1%
9.0
10
<1%
ALL
10,179
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
sw_cannabis
PROVIDES INFORMATION ON...

GENDER
1.00
sw_pregnant
1.00
last_cannabis_time
0.68
sw_drugs
0.50
sw_coccaine
0.25
sw_heroin
0.23
sw_methamphetamine
0.22
CHF
0.22
STROKE
0.22
RENAL
0.22
CAD
0.21
MI
0.21
sw_malignancy
0.21
sw_smoke_100
0.20

THESE FEATURES
GIVE INFORMATION
ON sw_cannabis:

last_cannabis_time
0.57
sw_drugs
0.52
sw_smoker_cat
0.27
sw_smoke_100
0.25
sw_overweight
0.23
sw_malignancy
0.21
CAD
0.20
EDUCATION
0.20
MI
0.20
CHF
0.19
STROKE
0.19
RENAL
0.19
FAMILY_DIAB
0.19
sw_diabrisk
0.14

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
sw_cannabis
CORRELATION RATIO WITH...

age_first
0.56
CHOLESTEROL
0.51
WEIGHT
0.50
ALBUMIN
0.49
DBP_second
0.48
PROTEIN
0.48
CALCIO
0.48
SBP_second
0.46
URIC_ACID
0.46
GLOBULIN
0.45
HbA1c
0.44
IRON
0.44
PHOSPHORUS
0.43
WAIST_CIRC
0.42
age_first
MISSING:
23,614
(80%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

AGE
0.05
platelets
-0.04
lymphocyte_cnt
-0.03
BUN
0.03
monocyte_cnt
-0.03
DBP_first
0.03
DBP_second
0.03
basophil_cnt
-0.02
SBP_first
0.02
SBP_second
0.02
MCHC
-0.02
CHOLESTEROL
0.02
neutrophil_pct
0.02
MCV
0.02

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

sw_cannabis
0.56
last_cannabis_time
0.55
sw_drugs
0.34
sw_smoker_cat
0.25
EDUCATION
0.23
sw_smoke_100
0.23
sw_malignancy
0.22
CAD
0.22
MI
0.22
CHF
0.22
STROKE
0.22
RENAL
0.22
sw_heroin
0.22
sw_coccaine
0.21
MOST FREQUENT VALUES

16.0
939
15.6%
18.0
775
12.9%
15.0
771
12.8%
17.0
633
10.5%
14.0
524
8.7%
13.0
443
7.4%
19.0
366
6.1%
12.0
304
5.1%
20.0
300
5.0%
21.0
190
3.2%
22.0
131
2.2%
11.0
107
1.8%
23.0
92
1.5%
25.0
83
1.4%
24.0
60
1.0%
SMALLEST VALUES

0.0
2
<0.1%
1.0
1
<0.1%
2.0
1
<0.1%
3.0
3
<0.1%
4.0
3
<0.1%
5.0
3
<0.1%
6.0
3
<0.1%
7.0
9
0.1%
8.0
18
0.3%
9.0
30
0.5%
10.0
49
0.8%
11.0
107
1.8%
12.0
304
5.1%
13.0
443
7.4%
14.0
524
8.7%
LARGEST VALUES

999.0
2
<0.1%
777.0
2
<0.1%
77.0
2
<0.1%
54.0
1
<0.1%
52.0
1
<0.1%
51.0
1
<0.1%
50.0
1
<0.1%
48.0
1
<0.1%
47.0
1
<0.1%
46.0
1
<0.1%
45.0
1
<0.1%
44.0
3
<0.1%
43.0
1
<0.1%
42.0
2
<0.1%
41.0
1
<0.1%
last_cannabis_time
MISSING:
23,629
(80%)
TOP CATEGORIES

4.0
3,341
56%
1.0
1,545
26%
3.0
690
12%
2.0
382
6%
9.0
22
<1%
7.0
20
<1%
ALL
6,000
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
last_cannabis_time
PROVIDES INFORMATION ON...

GENDER
1.00
sw_pregnant
1.00
sw_cannabis
0.57
sw_coccaine
0.25
sw_drugs
0.25
sw_heroin
0.23
sw_methamphetamine
0.22
CHF
0.12
RENAL
0.11
STROKE
0.11
CAD
0.11
MI
0.11
sw_malignancy
0.11
sw_overweight
0.10

THESE FEATURES
GIVE INFORMATION
ON last_cannabis_time:

sw_cannabis
0.68
sw_drugs
0.32
sw_smoker_cat
0.17
sw_overweight
0.15
sw_smoke_100
0.15
EDUCATION
0.14
sw_malignancy
0.13
CAD
0.13
MI
0.12
CHF
0.12
STROKE
0.12
RENAL
0.12
FAMILY_DIAB
0.12
sw_methamphetamine
0.11

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
last_cannabis_time
CORRELATION RATIO WITH...

age_first
0.55
WEIGHT
0.36
CHOLESTEROL
0.36
ALBUMIN
0.35
DBP_second
0.34
PROTEIN
0.34
CALCIO
0.34
URIC_ACID
0.33
SBP_second
0.32
GLOBULIN
0.31
IRON
0.31
PHOSPHORUS
0.31
EXAM_wgt
0.30
HEIGHT
0.30
sw_drugs
MISSING:
16,936
(57%)
TOP CATEGORIES

2.0
9,957
78%
1.0
2,673
21%
9.0
36
<1%
7.0
27
<1%
ALL
12,693
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
sw_drugs
PROVIDES INFORMATION ON...

GENDER
1.00
sw_pregnant
1.00
sw_coccaine
0.95
sw_heroin
0.88
sw_methamphetamine
0.83
sw_cannabis
0.52
RENAL
0.33
STROKE
0.33
CHF
0.33
MI
0.32
last_cannabis_time
0.32
CAD
0.32
sw_malignancy
0.31
sw_smoke_100
0.28

THESE FEATURES
GIVE INFORMATION
ON sw_drugs:

sw_cannabis
0.50
sw_smoker_cat
0.34
sw_smoke_100
0.33
sw_coccaine
0.33
sw_heroin
0.33
sw_methamphetamine
0.33
sw_overweight
0.31
sw_malignancy
0.29
EDUCATION
0.29
CAD
0.28
MI
0.28
CHF
0.28
STROKE
0.28
RENAL
0.28

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
sw_drugs
CORRELATION RATIO WITH...

CHOLESTEROL
0.61
WEIGHT
0.60
DBP_second
0.58
ALBUMIN
0.58
PROTEIN
0.58
CALCIO
0.57
HbA1c
0.56
URIC_ACID
0.56
GLOBULIN
0.56
SBP_second
0.56
WAIST_CIRC
0.53
IRON
0.51
BMI
0.51
DBP_first
0.51
sw_coccaine
MISSING:
26,956
(91%)
TOP CATEGORIES

1.0
2,555
96%
2.0
110
4%
7.0
5
<1%
9.0
3
<1%
ALL
2,673
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
sw_coccaine
PROVIDES INFORMATION ON...

GENDER
1.00
sw_pregnant
1.00
sw_heroin
0.88
sw_methamphetamine
0.84
sw_drugs
0.33
last_cannabis_time
0.11
sw_cannabis
0.09
RENAL
0.06
CHF
0.06
STROKE
0.06
sw_smoker
0.06
CAD
0.06
MI
0.06
sw_smoke_100
0.06

THESE FEATURES
GIVE INFORMATION
ON sw_coccaine:

sw_methamphetamine
0.95
sw_heroin
0.95
sw_drugs
0.95
last_cannabis_time
0.25
sw_cannabis
0.25
sw_smoker_cat
0.20
sw_smoke_100
0.19
EDUCATION
0.16
sw_smoke_actual
0.15
sw_smoker
0.15
sw_malignancy
0.15
CAD
0.15
CHF
0.15
MI
0.14

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
sw_coccaine
CORRELATION RATIO WITH...

CHOLESTEROL
0.24
DBP_second
0.22
age_first
0.21
WEIGHT
0.21
CALCIO
0.21
PROTEIN
0.21
SBP_second
0.21
ALBUMIN
0.21
GLOBULIN
0.21
HbA1c
0.21
URIC_ACID
0.20
IRON
0.20
WAIST_CIRC
0.20
PHOSPHORUS
0.19
sw_heroin
MISSING:
26,956
(91%)
TOP CATEGORIES

2.0
2,232
84%
1.0
436
16%
9.0
5
<1%
ALL
2,673
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
sw_heroin
PROVIDES INFORMATION ON...

GENDER
1.00
sw_pregnant
1.00
sw_coccaine
0.95
sw_methamphetamine
0.84
sw_drugs
0.33
last_cannabis_time
0.11
sw_cannabis
0.09
RENAL
0.06
CHF
0.06
sw_smoker
0.06
STROKE
0.06
CAD
0.06
MI
0.06
sw_smoke_100
0.06

THESE FEATURES
GIVE INFORMATION
ON sw_heroin:

sw_methamphetamine
0.88
sw_coccaine
0.88
sw_drugs
0.88
last_cannabis_time
0.23
sw_cannabis
0.23
sw_smoker_cat
0.19
sw_smoke_100
0.18
EDUCATION
0.15
sw_smoke_actual
0.14
sw_smoker
0.14
sw_malignancy
0.14
CAD
0.14
CHF
0.14
MI
0.13

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
sw_heroin
CORRELATION RATIO WITH...

CHOLESTEROL
0.24
DBP_second
0.22
age_first
0.22
WEIGHT
0.21
CALCIO
0.21
PROTEIN
0.21
ALBUMIN
0.21
SBP_second
0.21
GLOBULIN
0.21
HbA1c
0.21
URIC_ACID
0.20
IRON
0.20
WAIST_CIRC
0.20
PHOSPHORUS
0.19
sw_methamphetamine
MISSING:
26,956
(91%)
TOP CATEGORIES

2.0
1,643
61%
1.0
1,029
38%
9.0
1
<1%
ALL
2,673
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
sw_methamphetamine
PROVIDES INFORMATION ON...

GENDER
1.00
sw_pregnant
1.00
sw_coccaine
0.95
sw_heroin
0.88
sw_drugs
0.33
last_cannabis_time
0.11
sw_cannabis
0.09
RENAL
0.06
CHF
0.06
STROKE
0.06
sw_smoker
0.06
CAD
0.06
MI
0.06
sw_smoke_100
0.06

THESE FEATURES
GIVE INFORMATION
ON sw_methamphetamine:

sw_heroin
0.84
sw_coccaine
0.84
sw_drugs
0.83
last_cannabis_time
0.22
sw_cannabis
0.22
sw_smoker_cat
0.18
sw_smoke_100
0.17
EDUCATION
0.14
sw_smoke_actual
0.13
sw_smoker
0.13
sw_malignancy
0.13
CAD
0.13
CHF
0.13
MI
0.13

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
sw_methamphetamine
CORRELATION RATIO WITH...

CHOLESTEROL
0.24
DBP_second
0.22
age_first
0.21
WEIGHT
0.21
CALCIO
0.21
PROTEIN
0.21
SBP_second
0.21
ALBUMIN
0.21
GLOBULIN
0.21
HbA1c
0.21
URIC_ACID
0.20
IRON
0.20
WAIST_CIRC
0.20
PHOSPHORUS
0.19
ALBUMIN
MISSING:
11,004
(37%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

CALCIO
0.53
AGE
-0.42
PROTEIN
0.41
GLOBULIN
-0.34
WAIST_CIRC
-0.33
hemoglobin
0.32
hematocrit
0.29
RDW
-0.29
RBC
0.27
BMI
-0.27
HbA1c
-0.26
WEIGHT
-0.22
GLUCOSE
-0.21
BUN
-0.20

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

sw_overweight
0.72
sw_diabrisk
0.71
sw_prediab
0.69
sw_smoker_cat
0.64
sw_smoke_100
0.64
STROKE
0.62
EDUCATION
0.62
sw_malignancy
0.62
CHF
0.62
RENAL
0.62
MI
0.62
CAD
0.62
FAMILY_DIAB
0.62
sw_drugs
0.58
MOST FREQUENT VALUES

44.0
2,272
12.2%
43.0
2,271
12.2%
45.0
2,167
11.6%
42.0
1,982
10.6%
46.0
1,808
9.7%
41.0
1,590
8.5%
47.0
1,346
7.2%
40.0
1,173
6.3%
48.0
900
4.8%
39.0
772
4.1%
49.0
529
2.8%
38.0
502
2.7%
50.0
303
1.6%
37.0
263
1.4%
36.0
179
1.0%
SMALLEST VALUES

20.0
1
<0.1%
21.0
2
<0.1%
23.0
1
<0.1%
24.0
2
<0.1%
25.0
1
<0.1%
26.0
3
<0.1%
27.0
1
<0.1%
28.0
6
<0.1%
29.0
5
<0.1%
30.0
12
<0.1%
31.0
23
0.1%
32.0
34
0.2%
33.0
33
0.2%
34.0
67
0.4%
35.0
104
0.6%
LARGEST VALUES

56.0
1
<0.1%
55.0
3
<0.1%
54.0
9
<0.1%
53.0
34
0.2%
52.0
81
0.4%
51.0
145
0.8%
50.0
303
1.6%
49.0
529
2.8%
48.0
900
4.8%
47.0
1,346
7.2%
46.0
1,808
9.7%
45.0
2,167
11.6%
44.0
2,272
12.2%
43.0
2,271
12.2%
42.0
1,982
10.6%
BUN
MISSING:
11,006
(37%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

CREATININE
0.52
AGE
0.39
RBC
-0.24
hemoglobin
-0.23
hematocrit
-0.22
RDW
0.20
ALBUMIN
-0.20
URIC_ACID
0.19
lymphocyte_pct
-0.18
HbA1c
0.17
WAIST_CIRC
0.17
GLUCOSE
0.15
Glucose_basal
0.14
SBP_first
0.14

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

sw_overweight
0.65
sw_smoker_cat
0.63
RENAL
0.63
sw_smoke_100
0.62
CHF
0.61
CAD
0.61
MI
0.61
sw_malignancy
0.61
STROKE
0.61
EDUCATION
0.61
FAMILY_DIAB
0.61
sw_diabrisk
0.51
sw_prediab
0.49
sw_drugs
0.43
MOST FREQUENT VALUES

4.28
1,808
9.7%
4.64
1,757
9.4%
3.93
1,735
9.3%
5.0
1,587
8.5%
3.57
1,468
7.9%
5.36
1,372
7.4%
3.21
1,244
6.7%
5.71
1,195
6.4%
6.07
936
5.0%
2.86
895
4.8%
6.43
752
4.0%
6.78
614
3.3%
2.5
558
3.0%
7.14
466
2.5%
7.5
341
1.8%
SMALLEST VALUES

0.71
3
<0.1%
1.07
25
0.1%
1.43
39
0.2%
1.79
136
0.7%
2.14
307
1.6%
2.5
558
3.0%
2.86
895
4.8%
3.21
1,244
6.7%
3.57
1,468
7.9%
3.93
1,735
9.3%
4.28
1,808
9.7%
4.64
1,757
9.4%
5.0
1,587
8.5%
5.36
1,372
7.4%
5.71
1,195
6.4%
LARGEST VALUES

34.27
1
<0.1%
33.92
1
<0.1%
31.06
1
<0.1%
30.7
1
<0.1%
28.92
1
<0.1%
28.2
1
<0.1%
27.85
1
<0.1%
27.13
1
<0.1%
26.06
2
<0.1%
25.7
1
<0.1%
24.63
1
<0.1%
23.92
1
<0.1%
23.21
2
<0.1%
22.85
2
<0.1%
22.49
4
<0.1%
CALCIO
MISSING:
11,030
(37%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

ALBUMIN
0.53
PROTEIN
0.36
AGE
-0.29
PHOSPHORUS
0.23
WAIST_CIRC
-0.22
RBC
0.19
hemoglobin
0.19
BMI
-0.18
hematocrit
0.18
WEIGHT
-0.16
RDW
-0.14
BUN
-0.13
DBP_first
-0.13
platelets
0.12

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

sw_overweight
0.72
sw_diabrisk
0.70
sw_prediab
0.68
sw_smoker_cat
0.65
sw_smoke_100
0.65
EDUCATION
0.63
STROKE
0.63
CHF
0.63
sw_malignancy
0.63
RENAL
0.63
MI
0.63
CAD
0.63
FAMILY_DIAB
0.63
sw_drugs
0.57
MOST FREQUENT VALUES

2.35
2,175
11.7%
2.375
2,142
11.5%
2.4
2,046
11.0%
2.325
1,925
10.4%
2.3
1,611
8.7%
2.425
1,587
8.5%
2.275
1,312
7.1%
2.45
1,252
6.7%
2.475
894
4.8%
2.25
883
4.7%
2.5
601
3.2%
2.225
558
3.0%
2.525
355
1.9%
2.2
338
1.8%
2.55
217
1.2%
SMALLEST VALUES

1.6
1
<0.1%
1.625
1
<0.1%
1.725
1
<0.1%
1.75
1
<0.1%
1.8
1
<0.1%
1.825
1
<0.1%
1.875
1
<0.1%
1.925
2
<0.1%
1.95
2
<0.1%
1.975
1
<0.1%
2.0
2
<0.1%
2.025
6
<0.1%
2.05
5
<0.1%
2.075
19
0.1%
2.1
26
0.1%
LARGEST VALUES

3.025
1
<0.1%
3.0
1
<0.1%
2.875
2
<0.1%
2.85
1
<0.1%
2.825
1
<0.1%
2.8
1
<0.1%
2.775
5
<0.1%
2.75
4
<0.1%
2.725
7
<0.1%
2.7
5
<0.1%
2.675
9
<0.1%
2.65
17
<0.1%
2.625
35
0.2%
2.6
58
0.3%
2.575
104
0.6%
CHOLESTEROL
MISSING:
11,008
(37%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

TRIGLYCERIDS
0.39
SBP_second
0.28
DBP_second
0.27
hemoglobin
0.22
hematocrit
0.19
DBP_first
0.16
WAIST_CIRC
0.16
SBP_first
0.16
AGE
0.15
PROTEIN
0.12
BMI
0.12
PHOSPHORUS
-0.12
RBC
0.12
URIC_ACID
0.11

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

sw_overweight
0.72
sw_smoker_cat
0.68
sw_smoke_100
0.68
CAD
0.67
STROKE
0.67
CHF
0.67
MI
0.67
sw_malignancy
0.67
RENAL
0.67
EDUCATION
0.67
FAMILY_DIAB
0.67
sw_diabrisk
0.67
sw_prediab
0.65
sw_drugs
0.61
MOST FREQUENT VALUES

4.732
198
1.1%
4.448
189
1.0%
4.241
189
1.0%
4.836
186
1.0%
4.681
185
1.0%
4.293
185
1.0%
4.577
185
1.0%
3.957
184
1.0%
4.991
184
1.0%
4.008
180
1.0%
4.396
180
1.0%
4.37
180
1.0%
4.112
179
1.0%
4.163
179
1.0%
4.422
179
1.0%
SMALLEST VALUES

0.155
1
<0.1%
1.707
1
<0.1%
1.914
1
<0.1%
1.991
2
<0.1%
2.017
1
<0.1%
2.043
1
<0.1%
2.069
1
<0.1%
2.095
3
<0.1%
2.146
2
<0.1%
2.172
5
<0.1%
2.198
3
<0.1%
2.224
5
<0.1%
2.25
1
<0.1%
2.276
5
<0.1%
2.302
1
<0.1%
LARGEST VALUES

14.611
2
<0.1%
14.404
1
<0.1%
13.732
1
<0.1%
12.982
1
<0.1%
11.715
1
<0.1%
11.43
1
<0.1%
11.249
1
<0.1%
11.172
1
<0.1%
10.809
1
<0.1%
10.473
1
<0.1%
10.318
1
<0.1%
10.189
1
<0.1%
10.085
1
<0.1%
9.93
1
<0.1%
9.879
2
<0.1%
CREATININE
MISSING:
11,004
(37%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

BUN
0.52
AGE
0.26
RBC
-0.19
ALBUMIN
-0.18
hemoglobin
-0.18
RDW
0.17
hematocrit
-0.16
URIC_ACID
0.16
SBP_first
0.15
DBP_first
0.14
WAIST_CIRC
0.13
lymphocyte_pct
-0.12
GLOBULIN
0.11
HEIGHT
0.11

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

sw_overweight
0.64
RENAL
0.63
sw_smoker_cat
0.60
sw_smoke_100
0.60
CHF
0.59
CAD
0.59
MI
0.59
STROKE
0.59
sw_malignancy
0.59
EDUCATION
0.59
FAMILY_DIAB
0.59
sw_diabrisk
0.50
sw_prediab
0.49
sw_drugs
0.46
MOST FREQUENT VALUES

81.33
674
3.6%
72.49
616
3.3%
90.17
547
2.9%
79.56
402
2.2%
80.44
394
2.1%
82.21
385
2.1%
78.68
385
2.1%
76.02
375
2.0%
83.1
368
2.0%
63.65
364
2.0%
77.79
362
1.9%
88.4
358
1.9%
87.52
358
1.9%
84.86
355
1.9%
74.26
350
1.9%
SMALLEST VALUES

12.38
1
<0.1%
14.14
1
<0.1%
22.1
2
<0.1%
27.4
1
<0.1%
28.29
2
<0.1%
29.17
1
<0.1%
30.06
1
<0.1%
31.82
1
<0.1%
32.71
3
<0.1%
33.59
2
<0.1%
34.48
6
<0.1%
35.36
6
<0.1%
36.24
5
<0.1%
37.13
15
<0.1%
38.01
11
<0.1%
LARGEST VALUES

1470.98
1
<0.1%
1384.34
1
<0.1%
1126.22
1
<0.1%
1103.23
1
<0.1%
1013.06
1
<0.1%
970.63
1
<0.1%
946.76
1
<0.1%
914.94
1
<0.1%
853.94
1
<0.1%
840.68
1
<0.1%
829.19
1
<0.1%
827.42
1
<0.1%
818.58
1
<0.1%
807.09
1
<0.1%
752.28
1
<0.1%
GLUCOSE
MISSING:
11,004
(37%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

Glucose_basal
0.99
HbA1c
0.79
HOMA_IR
0.33
AGE
0.26
WAIST_CIRC
0.24
TRIGLYCERIDS
0.21
ALBUMIN
-0.21
BMI
0.19
Insulin_basal
0.17
SBP_first
0.16
DBP_first
0.16
WEIGHT
0.16
BUN
0.15
PHOSPHORUS
-0.13

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

sw_overweight
0.66
sw_smoker_cat
0.61
sw_smoke_100
0.61
FAMILY_DIAB
0.61
CAD
0.60
MI
0.60
CHF
0.60
RENAL
0.60
EDUCATION
0.60
STROKE
0.60
sw_malignancy
0.60
sw_drugs
0.49
sw_diab
0.46
sw_diabrisk
0.45
MOST FREQUENT VALUES

5.0
685
3.7%
4.94
683
3.7%
4.88
671
3.6%
5.05
666
3.6%
5.11
655
3.5%
5.16
613
3.3%
5.22
607
3.3%
5.27
596
3.2%
4.83
579
3.1%
4.77
567
3.0%
4.72
538
2.9%
5.33
489
2.6%
4.66
480
2.6%
5.44
464
2.5%
5.38
460
2.5%
SMALLEST VALUES

1.05
1
<0.1%
1.72
1
<0.1%
1.89
1
<0.1%
1.94
1
<0.1%
2.11
1
<0.1%
2.22
1
<0.1%
2.28
2
<0.1%
2.39
1
<0.1%
2.5
1
<0.1%
2.61
4
<0.1%
2.66
6
<0.1%
2.72
3
<0.1%
2.78
4
<0.1%
2.83
4
<0.1%
2.89
7
<0.1%
LARGEST VALUES

34.75
1
<0.1%
31.53
1
<0.1%
30.75
2
<0.1%
29.81
1
<0.1%
29.75
1
<0.1%
29.2
1
<0.1%
27.98
1
<0.1%
27.81
1
<0.1%
27.59
1
<0.1%
27.53
1
<0.1%
27.14
1
<0.1%
26.87
1
<0.1%
26.53
1
<0.1%
25.98
1
<0.1%
25.81
2
<0.1%
IRON
MISSING:
11,026
(37%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

BILIRUBIN
0.34
hemoglobin
0.31
hematocrit
0.27
MCH
0.25
MCV
0.22
RDW
-0.22
ALBUMIN
0.19
MCHC
0.15
neutrophil_cnt
-0.13
BMI
-0.13
WAIST_CIRC
-0.12
WBC
-0.12
CALCIO
0.11
WEIGHT
-0.11

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

sw_overweight
0.63
sw_diabrisk
0.61
sw_prediab
0.60
sw_smoker_cat
0.56
sw_smoke_100
0.56
CHF
0.55
STROKE
0.55
RENAL
0.55
sw_malignancy
0.55
CAD
0.55
MI
0.55
EDUCATION
0.55
FAMILY_DIAB
0.55
sw_drugs
0.51
MOST FREQUENT VALUES

15.6
264
1.4%
15.0
255
1.4%
12.4
248
1.3%
14.9
246
1.3%
14.0
246
1.3%
12.2
246
1.3%
16.3
244
1.3%
14.1
241
1.3%
13.8
240
1.3%
14.3
240
1.3%
13.6
239
1.3%
12.9
239
1.3%
16.7
238
1.3%
15.4
231
1.2%
13.3
230
1.2%
SMALLEST VALUES

0.4
1
<0.1%
1.1
1
<0.1%
1.6
3
<0.1%
1.8
4
<0.1%
2.0
1
<0.1%
2.1
4
<0.1%
2.3
1
<0.1%
2.5
6
<0.1%
2.7
4
<0.1%
2.9
4
<0.1%
3.0
10
<0.1%
3.2
5
<0.1%
3.4
11
<0.1%
3.6
13
<0.1%
3.8
13
<0.1%
LARGEST VALUES

99.8
1
<0.1%
52.8
1
<0.1%
52.7
1
<0.1%
52.5
1
<0.1%
52.3
1
<0.1%
51.6
1
<0.1%
51.2
1
<0.1%
50.0
1
<0.1%
49.8
1
<0.1%
49.3
1
<0.1%
47.8
1
<0.1%
47.6
1
<0.1%
47.5
4
<0.1%
46.9
4
<0.1%
46.7
2
<0.1%
PHOSPHORUS
MISSING:
11,007
(37%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

AGE
-0.40
WAIST_CIRC
-0.28
SBP_first
-0.24
DBP_first
-0.23
CALCIO
0.23
SBP_second
-0.23
WEIGHT
-0.22
DBP_second
-0.22
neutrophil_pct
-0.22
lymphocyte_pct
0.21
BMI
-0.20
MCV
-0.18
ALBUMIN
0.17
platelets
0.16

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

sw_diabrisk
0.68
sw_prediab
0.66
sw_overweight
0.63
sw_smoker_cat
0.56
sw_smoke_100
0.56
EDUCATION
0.54
STROKE
0.54
sw_malignancy
0.54
CHF
0.54
RENAL
0.54
MI
0.54
FAMILY_DIAB
0.54
CAD
0.54
sw_drugs
0.50
MOST FREQUENT VALUES

1.162
1,231
6.6%
1.13
1,216
6.5%
1.227
1,181
6.3%
1.195
1,180
6.3%
1.098
1,127
6.1%
1.066
1,087
5.8%
1.259
1,062
5.7%
1.292
970
5.2%
1.033
880
4.7%
1.324
873
4.7%
1.356
756
4.1%
1.001
751
4.0%
1.388
643
3.5%
0.969
598
3.2%
1.421
579
3.1%
SMALLEST VALUES

0.323
1
<0.1%
0.484
1
<0.1%
0.517
1
<0.1%
0.549
2
<0.1%
0.581
8
<0.1%
0.614
4
<0.1%
0.646
9
<0.1%
0.678
17
<0.1%
0.71
34
0.2%
0.743
47
0.3%
0.775
84
0.5%
0.807
129
0.7%
0.84
184
1.0%
0.872
261
1.4%
0.904
370
2.0%
LARGEST VALUES

3.132
1
<0.1%
3.1
1
<0.1%
2.874
1
<0.1%
2.648
1
<0.1%
2.615
1
<0.1%
2.422
2
<0.1%
2.325
1
<0.1%
2.228
1
<0.1%
2.163
3
<0.1%
2.131
3
<0.1%
2.099
7
<0.1%
2.067
4
<0.1%
2.034
11
<0.1%
2.002
6
<0.1%
1.97
20
0.1%
BILIRUBIN
MISSING:
11,014
(37%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

IRON
0.34
SEQN
-0.33
RDW
-0.19
hemoglobin
0.19
ALBUMIN
0.18
MCHC
0.17
MCH
0.15
hematocrit
0.14
platelets
-0.11
HbA1c
-0.11
CALCIO
0.10
BMI
-0.10
MCV
0.09
Insulin_basal
-0.09

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

sw_overweight
0.59
sw_diabrisk
0.57
sw_prediab
0.56
sw_smoker_cat
0.52
sw_smoke_100
0.52
EDUCATION
0.51
FAMILY_DIAB
0.51
STROKE
0.51
RENAL
0.51
CHF
0.51
sw_malignancy
0.51
MI
0.51
CAD
0.51
sw_drugs
0.45
MOST FREQUENT VALUES

10.26
2,862
15.4%
11.97
2,676
14.4%
13.68
2,376
12.8%
8.55
2,338
12.6%
6.84
1,646
8.8%
15.39
1,601
8.6%
17.1
1,110
6.0%
5.13
1,053
5.7%
18.81
712
3.8%
20.52
505
2.7%
3.42
477
2.6%
22.23
308
1.7%
23.94
233
1.3%
25.65
153
0.8%
27.36
107
0.6%
SMALLEST VALUES

0.0
9
<0.1%
0.17
2
<0.1%
0.68
1
<0.1%
1.2
2
<0.1%
1.54
3
<0.1%
1.71
72
0.4%
3.42
477
2.6%
5.13
1,053
5.7%
5.81
1
<0.1%
6.84
1,646
8.8%
8.55
2,338
12.6%
10.26
2,862
15.4%
11.97
2,676
14.4%
13.68
2,376
12.8%
14.54
1
<0.1%
LARGEST VALUES

124.83
1
<0.1%
121.41
1
<0.1%
75.24
1
<0.1%
68.4
1
<0.1%
66.69
1
<0.1%
61.56
1
<0.1%
59.85
1
<0.1%
58.14
1
<0.1%
56.43
3
<0.1%
54.72
1
<0.1%
53.01
2
<0.1%
51.3
1
<0.1%
49.59
6
<0.1%
47.88
6
<0.1%
46.17
8
<0.1%
PROTEIN
MISSING:
11,039
(37%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

GLOBULIN
0.72
ALBUMIN
0.41
CALCIO
0.36
RBC
0.18
AGE
-0.18
hematocrit
0.15
hemoglobin
0.14
pusle
0.13
URIC_ACID
0.12
CHOLESTEROL
0.12
INTERVIE_wgt
-0.12
EXAM_wgt
-0.12
platelets
0.12
BUN
-0.11

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

sw_overweight
0.73
sw_diabrisk
0.70
sw_prediab
0.67
sw_smoker_cat
0.65
sw_smoke_100
0.65
sw_malignancy
0.64
STROKE
0.64
CHF
0.64
EDUCATION
0.64
RENAL
0.64
MI
0.64
FAMILY_DIAB
0.64
CAD
0.64
sw_drugs
0.58
MOST FREQUENT VALUES

72.0
1,717
9.2%
71.0
1,657
8.9%
73.0
1,545
8.3%
74.0
1,537
8.3%
70.0
1,527
8.2%
75.0
1,357
7.3%
69.0
1,317
7.1%
76.0
1,092
5.9%
68.0
1,087
5.8%
67.0
890
4.8%
77.0
857
4.6%
66.0
684
3.7%
78.0
617
3.3%
65.0
445
2.4%
79.0
444
2.4%
SMALLEST VALUES

52.0
1
<0.1%
53.0
4
<0.1%
53.8
1
<0.1%
54.0
2
<0.1%
55.0
9
<0.1%
56.0
6
<0.1%
57.0
11
<0.1%
58.0
27
0.1%
59.0
15
<0.1%
60.0
30
0.2%
61.0
78
0.4%
62.0
121
0.7%
63.0
213
1.1%
64.0
295
1.6%
65.0
445
2.4%
LARGEST VALUES

104.0
1
<0.1%
103.0
1
<0.1%
101.0
1
<0.1%
94.0
1
<0.1%
93.0
4
<0.1%
92.0
4
<0.1%
91.0
6
<0.1%
90.0
6
<0.1%
89.0
6
<0.1%
88.0
10
<0.1%
87.0
22
0.1%
86.0
29
0.2%
85.0
47
0.3%
84.0
52
0.3%
83.0
108
0.6%
TRIGLYCERIDS
MISSING:
11,011
(37%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

CHOLESTEROL
0.39
WAIST_CIRC
0.25
BMI
0.22
Glucose_basal
0.22
GLUCOSE
0.21
HbA1c
0.20
WEIGHT
0.19
HOMA_IR
0.19
MCHC
0.19
Insulin_basal
0.17
SBP_second
0.16
DBP_second
0.16
WBC
0.15
hemoglobin
0.15

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

sw_overweight
0.48
FAMILY_DIAB
0.47
sw_smoker_cat
0.47
sw_smoke_100
0.47
EDUCATION
0.46
sw_malignancy
0.46
STROKE
0.46
RENAL
0.46
CHF
0.46
MI
0.46
CAD
0.46
sw_drugs
0.41
sw_diabrisk
0.36
sw_cannabis
0.34
MOST FREQUENT VALUES

0.914
138
0.7%
1.016
138
0.7%
0.858
136
0.7%
1.05
136
0.7%
0.948
134
0.7%
0.835
133
0.7%
1.095
131
0.7%
0.994
130
0.7%
0.847
130
0.7%
0.734
130
0.7%
0.96
130
0.7%
0.971
129
0.7%
0.7
129
0.7%
0.881
128
0.7%
0.677
127
0.7%
SMALLEST VALUES

0.102
1
<0.1%
0.135
1
<0.1%
0.158
3
<0.1%
0.181
4
<0.1%
0.192
3
<0.1%
0.203
2
<0.1%
0.215
5
<0.1%
0.226
5
<0.1%
0.237
5
<0.1%
0.248
6
<0.1%
0.26
11
<0.1%
0.271
7
<0.1%
0.282
14
<0.1%
0.294
13
<0.1%
0.305
19
0.1%
LARGEST VALUES

35.981
1
<0.1%
34.559
1
<0.1%
33.712
1
<0.1%
33.001
1
<0.1%
30.404
1
<0.1%
27.231
1
<0.1%
25.448
1
<0.1%
24.894
1
<0.1%
23.765
1
<0.1%
23.709
1
<0.1%
19.599
1
<0.1%
19.069
1
<0.1%
18.516
1
<0.1%
18.335
1
<0.1%
18.12
1
<0.1%
URIC_ACID
MISSING:
11,008
(37%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

WAIST_CIRC
0.33
WEIGHT
0.33
BMI
0.33
BUN
0.19
CREATININE
0.16
GLOBULIN
0.15
Insulin_basal
0.15
HOMA_beta
0.15
HEIGHT
0.13
TRIGLYCERIDS
0.13
PROTEIN
0.12
SBP_second
0.12
CHOLESTEROL
0.11
DBP_second
0.11

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

sw_overweight
0.72
sw_diabrisk
0.66
sw_smoker_cat
0.65
sw_smoke_100
0.65
CHF
0.64
EDUCATION
0.64
STROKE
0.63
RENAL
0.63
sw_malignancy
0.63
MI
0.63
CAD
0.63
FAMILY_DIAB
0.63
sw_prediab
0.63
sw_drugs
0.56
MOST FREQUENT VALUES

356.9
632
3.4%
339.0
620
3.3%
350.9
601
3.2%
345.0
591
3.2%
327.1
587
3.2%
315.2
581
3.1%
321.2
576
3.1%
333.1
574
3.1%
309.3
551
3.0%
362.8
543
2.9%
368.8
539
2.9%
374.7
528
2.8%
386.6
516
2.8%
380.7
512
2.7%
303.3
484
2.6%
SMALLEST VALUES

23.8
1
<0.1%
47.6
1
<0.1%
89.2
1
<0.1%
101.1
1
<0.1%
107.1
2
<0.1%
113.0
1
<0.1%
119.0
2
<0.1%
124.9
2
<0.1%
130.9
6
<0.1%
136.8
5
<0.1%
142.8
10
<0.1%
148.7
10
<0.1%
154.6
13
<0.1%
160.6
9
<0.1%
166.5
21
0.1%
LARGEST VALUES

898.1
1
<0.1%
814.9
1
<0.1%
791.1
2
<0.1%
773.2
1
<0.1%
737.6
1
<0.1%
731.6
1
<0.1%
725.7
1
<0.1%
719.7
1
<0.1%
707.8
3
<0.1%
695.9
3
<0.1%
690.0
1
<0.1%
684.0
3
<0.1%
678.1
2
<0.1%
672.1
4
<0.1%
666.2
5
<0.1%
GLOBULIN
MISSING:
11,040
(37%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

PROTEIN
0.72
ALBUMIN
-0.34
INTERVIE_wgt
-0.19
EXAM_wgt
-0.19
RDW
0.17
HbA1c
0.17
URIC_ACID
0.15
SBP_first
0.15
DBP_first
0.15
BMI
0.14
WAIST_CIRC
0.14
AGE
0.13
Glucose_basal
0.13
MCHC
-0.12

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

sw_overweight
0.72
sw_diabrisk
0.66
sw_smoker_cat
0.66
sw_smoke_100
0.66
FAMILY_DIAB
0.64
EDUCATION
0.64
sw_malignancy
0.64
CHF
0.64
RENAL
0.64
STROKE
0.64
MI
0.64
CAD
0.64
sw_prediab
0.64
sw_drugs
0.56
MOST FREQUENT VALUES

28.0
1,900
10.2%
27.0
1,864
10.0%
29.0
1,703
9.2%
26.0
1,666
9.0%
30.0
1,546
8.3%
25.0
1,427
7.7%
31.0
1,320
7.1%
24.0
1,165
6.3%
32.0
1,041
5.6%
33.0
811
4.4%
23.0
783
4.2%
34.0
598
3.2%
22.0
507
2.7%
35.0
464
2.5%
36.0
336
1.8%
SMALLEST VALUES

7.0
1
<0.1%
10.0
2
<0.1%
13.0
2
<0.1%
14.0
3
<0.1%
15.0
5
<0.1%
16.0
7
<0.1%
17.0
11
<0.1%
18.0
49
0.3%
19.0
79
0.4%
20.0
165
0.9%
21.0
281
1.5%
22.0
507
2.7%
23.0
783
4.2%
24.0
1,165
6.3%
25.0
1,427
7.7%
LARGEST VALUES

67.0
1
<0.1%
65.0
1
<0.1%
63.0
1
<0.1%
62.0
1
<0.1%
60.0
1
<0.1%
59.0
1
<0.1%
58.0
1
<0.1%
57.0
1
<0.1%
55.0
3
<0.1%
54.0
2
<0.1%
53.0
4
<0.1%
52.0
6
<0.1%
51.0
1
<0.1%
50.0
5
<0.1%
49.0
6
<0.1%
HbA1c
MISSING:
10,756
(36%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

Glucose_basal
0.83
GLUCOSE
0.79
AGE
0.33
HOMA_IR
0.29
WAIST_CIRC
0.28
ALBUMIN
-0.26
BMI
0.22
TRIGLYCERIDS
0.20
SBP_first
0.20
DBP_first
0.19
WEIGHT
0.18
GLOBULIN
0.17
BUN
0.17
Insulin_basal
0.16

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

sw_overweight
0.73
sw_smoker_cat
0.68
sw_smoke_100
0.68
FAMILY_DIAB
0.67
MI
0.66
CAD
0.66
CHF
0.66
RENAL
0.66
EDUCATION
0.66
STROKE
0.66
sw_malignancy
0.66
sw_diabrisk
0.58
sw_drugs
0.56
sw_prediab
0.56
MOST FREQUENT VALUES

5.4
1,831
9.7%
5.5
1,760
9.3%
5.3
1,721
9.1%
5.6
1,482
7.9%
5.2
1,479
7.8%
5.7
1,264
6.7%
5.1
1,134
6.0%
5.8
963
5.1%
5.0
884
4.7%
5.9
736
3.9%
6.0
609
3.2%
4.9
596
3.2%
6.1
441
2.3%
4.8
400
2.1%
6.2
323
1.7%
SMALLEST VALUES

3.7
2
<0.1%
3.8
3
<0.1%
3.9
2
<0.1%
4.0
6
<0.1%
4.1
20
0.1%
4.2
25
0.1%
4.3
39
0.2%
4.4
66
0.3%
4.5
123
0.7%
4.6
183
1.0%
4.7
258
1.4%
4.8
400
2.1%
4.9
596
3.2%
5.0
884
4.7%
5.1
1,134
6.0%
LARGEST VALUES

16.5
1
<0.1%
16.2
1
<0.1%
15.9
1
<0.1%
15.6
1
<0.1%
15.5
1
<0.1%
15.4
1
<0.1%
15.2
2
<0.1%
14.7
2
<0.1%
14.5
1
<0.1%
14.3
1
<0.1%
14.2
1
<0.1%
14.1
1
<0.1%
13.9
5
<0.1%
13.8
1
<0.1%
13.7
4
<0.1%
Glucose_basal
MISSING:
21,275
(72%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

GLUCOSE
0.99
HbA1c
0.83
HOMA_IR
0.32
AGE
0.26
WAIST_CIRC
0.26
TRIGLYCERIDS
0.22
BMI
0.21
SBP_first
0.19
DBP_first
0.19
ALBUMIN
-0.19
WEIGHT
0.18
Insulin_basal
0.16
BUN
0.14
neutrophil_pct
0.14

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

sw_overweight
0.35
sw_smoker_cat
0.33
sw_smoke_100
0.33
FAMILY_DIAB
0.32
MI
0.32
RENAL
0.32
CAD
0.32
EDUCATION
0.32
CHF
0.32
STROKE
0.32
sw_malignancy
0.32
sw_drugs
0.28
sw_diabrisk
0.24
sw_diab
0.24
MOST FREQUENT VALUES

99.0
350
4.2%
95.0
326
3.9%
100.0
321
3.8%
96.0
319
3.8%
101.0
310
3.7%
98.0
310
3.7%
97.0
309
3.7%
103.0
291
3.5%
102.0
272
3.3%
94.0
269
3.2%
104.0
261
3.1%
105.0
255
3.1%
93.0
233
2.8%
107.0
222
2.7%
92.0
214
2.6%
SMALLEST VALUES

21.0
1
<0.1%
48.0
1
<0.1%
51.0
1
<0.1%
57.0
1
<0.1%
61.0
2
<0.1%
63.0
1
<0.1%
64.0
3
<0.1%
65.0
1
<0.1%
66.0
1
<0.1%
67.0
1
<0.1%
68.0
2
<0.1%
69.0
3
<0.1%
70.0
6
<0.1%
71.0
4
<0.1%
72.0
5
<0.1%
LARGEST VALUES

479.0
1
<0.1%
470.0
1
<0.1%
454.0
1
<0.1%
451.0
1
<0.1%
434.0
1
<0.1%
429.0
1
<0.1%
427.0
1
<0.1%
421.0
1
<0.1%
405.0
1
<0.1%
397.0
1
<0.1%
394.0
1
<0.1%
393.0
1
<0.1%
390.0
1
<0.1%
389.0
1
<0.1%
381.0
2
<0.1%
Insulin_basal
MISSING:
22,965
(78%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

HOMA_IR
0.94
HOMA_beta
0.70
BMI
0.40
WEIGHT
0.37
WAIST_CIRC
0.36
TRIGLYCERIDS
0.17
GLUCOSE
0.17
Glucose_basal
0.16
pusle
0.16
HbA1c
0.16
URIC_ACID
0.15
ALBUMIN
-0.13
GLOBULIN
0.10
neutrophil_cnt
0.09

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

sw_overweight
0.20
FAMILY_DIAB
0.15
sw_smoker_cat
0.15
sw_insulin
0.15
MI
0.15
CAD
0.15
RENAL
0.15
STROKE
0.15
EDUCATION
0.15
CHF
0.15
sw_malignancy
0.15
sw_smoke_100
0.15
sw_drugs
0.15
sw_diabrisk
0.13
MOST FREQUENT VALUES

1.0
24
0.4%
6.61
12
0.2%
7.86
12
0.2%
6.41
11
0.2%
8.47
11
0.2%
6.37
11
0.2%
6.34
11
0.2%
5.23
11
0.2%
10.61
10
0.2%
6.52
10
0.2%
7.64
10
0.2%
5.79
10
0.2%
7.29
10
0.2%
6.19
10
0.2%
6.73
10
0.2%
SMALLEST VALUES

0.14
3
<0.1%
0.66
1
<0.1%
0.71
1
<0.1%
0.88
1
<0.1%
0.96
1
<0.1%
1.0
24
0.4%
1.02
1
<0.1%
1.03
1
<0.1%
1.04
1
<0.1%
1.07
2
<0.1%
1.15
2
<0.1%
1.26
1
<0.1%
1.29
1
<0.1%
1.31
1
<0.1%
1.32
1
<0.1%
LARGEST VALUES

682.48
1
<0.1%
647.5
1
<0.1%
320.22
1
<0.1%
279.79
1
<0.1%
251.52
1
<0.1%
242.09
1
<0.1%
233.78
1
<0.1%
203.27
1
<0.1%
195.2
1
<0.1%
167.28
1
<0.1%
166.6
1
<0.1%
158.32
1
<0.1%
156.72
1
<0.1%
155.42
1
<0.1%
154.48
1
<0.1%
HOMA_beta
MISSING:
22,974
(78%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

Insulin_basal
0.70
HOMA_IR
0.52
BMI
0.33
WEIGHT
0.31
WAIST_CIRC
0.27
URIC_ACID
0.15
pusle
0.14
AGE
-0.14
Glucose_basal
-0.12
GLUCOSE
-0.11
TRIGLYCERIDS
0.11
MCV
-0.10
RBC
0.10
BILIRUBIN
-0.09

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

sw_diabrisk
0.20
sw_prediab
0.19
sw_overweight
0.19
sw_drugs
0.16
sw_cannabis
0.14
EDUCATION
0.14
sw_smoker_cat
0.14
sw_smoke_100
0.14
STROKE
0.14
sw_malignancy
0.14
FAMILY_DIAB
0.14
MI
0.14
CAD
0.14
CHF
0.14
MOST FREQUENT VALUES

43.2
10
0.2%
61.2
9
0.1%
46.8
8
0.1%
108.0
8
0.1%
90.0
8
0.1%
57.6
7
0.1%
68.4
7
0.1%
54.0
6
<0.1%
64.8
6
<0.1%
82.8
6
<0.1%
72.0
5
<0.1%
60.0
5
<0.1%
51.3
5
<0.1%
75.6
5
<0.1%
77.175
4
<0.1%
SMALLEST VALUES

-1679.4
1
<0.1%
-1215.0
1
<0.1%
-509.4
1
<0.1%
-412.885714285714
1
<0.1%
-255.9
1
<0.1%
-72.48
1
<0.1%
0.466666666666667
1
<0.1%
0.970350404312669
1
<0.1%
1.10091743119266
1
<0.1%
1.29230769230769
1
<0.1%
1.44578313253012
1
<0.1%
1.55294117647059
1
<0.1%
1.73076923076923
1
<0.1%
1.82741116751269
1
<0.1%
1.85567010309278
1
<0.1%
LARGEST VALUES

4528.8
1
<0.1%
3586.15384615385
1
<0.1%
2532.91546391753
1
<0.1%
2068.61538461538
1
<0.1%
1807.32857142857
1
<0.1%
1530.0
1
<0.1%
1332.8
1
<0.1%
1157.4
1
<0.1%
1115.26153846154
1
<0.1%
1113.6
1
<0.1%
1095.975
1
<0.1%
1090.09756097561
1
<0.1%
1013.4
1
<0.1%
997.271287128713
1
<0.1%
970.971428571428
1
<0.1%
HOMA_IR
MISSING:
22,973
(78%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

Insulin_basal
0.94
HOMA_beta
0.52
BMI
0.34
GLUCOSE
0.33
Glucose_basal
0.32
WAIST_CIRC
0.32
WEIGHT
0.31
HbA1c
0.29
TRIGLYCERIDS
0.19
pusle
0.14
ALBUMIN
-0.14
URIC_ACID
0.10
GLOBULIN
0.10
RDW
0.09

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

sw_insulin
0.18
sw_overweight
0.18
insulin_period
0.16
sw_diab
0.14
diab_retinopathy
0.14
FAMILY_DIAB
0.14
sw_smoker_cat
0.13
RENAL
0.13
CAD
0.13
MI
0.13
EDUCATION
0.13
CHF
0.13
sw_oral_antidiab
0.13
STROKE
0.13
MOST FREQUENT VALUES

1.56222222222222
4
<0.1%
2.61975308641975
4
<0.1%
1.14938271604938
3
<0.1%
2.80414814814815
3
<0.1%
1.18518518518519
3
<0.1%
1.71851851851852
3
<0.1%
2.816
3
<0.1%
3.51348148148148
3
<0.1%
3.52
3
<0.1%
1.53417283950617
3
<0.1%
1.24207407407407
3
<0.1%
1.54977777777778
3
<0.1%
1.92133333333333
3
<0.1%
1.81481481481481
3
<0.1%
1.692
3
<0.1%
SMALLEST VALUES

0.028
1
<0.1%
0.0352592592592593
1
<0.1%
0.0591111111111111
1
<0.1%
0.122222222222222
1
<0.1%
0.154271604938272
1
<0.1%
0.178024691358025
1
<0.1%
0.182716049382716
1
<0.1%
0.197530864197531
1
<0.1%
0.200296296296296
1
<0.1%
0.212345679012346
1
<0.1%
0.213481481481481
1
<0.1%
0.214814814814815
1
<0.1%
0.216592592592593
1
<0.1%
0.217283950617284
1
<0.1%
0.224320987654321
1
<0.1%
LARGEST VALUES

269.621728395062
1
<0.1%
204.641975308642
1
<0.1%
185.292296296296
1
<0.1%
151.808
1
<0.1%
128.219654320988
1
<0.1%
120.481185185185
1
<0.1%
113.297679012346
1
<0.1%
110.920172839506
1
<0.1%
109.852444444444
1
<0.1%
94.8059259259259
1
<0.1%
89.0652098765432
1
<0.1%
85.9117037037037
1
<0.1%
84.4256790123457
1
<0.1%
81.1169382716049
1
<0.1%
77.1160493827161
1
<0.1%
WBC
MISSING:
5,268
(18%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

neutrophil_cnt
0.77
lymphocyte_cnt
0.64
monocyte_cnt
0.56
basophil_cnt
0.39
eosinophil_cnt
0.28
monocyte_pct
-0.26
platelets
0.24
neutrophil_pct
0.21
pusle
0.16
lymphocyte_pct
-0.15
TRIGLYCERIDS
0.15
IRON
-0.12
BMI
0.10
BILIRUBIN
-0.09

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

sw_diab
0.35
sw_insulin
0.34
sw_asthma_ever
0.34
pulse_type
0.28
sw_drugs
0.23
sw_overweight
0.23
sw_smoker_cat
0.22
sw_smoke_100
0.21
EDUCATION
0.21
FAMILY_DIAB
0.20
MI
0.20
CAD
0.20
CHF
0.20
sw_malignancy
0.20
MOST FREQUENT VALUES

6.4
670
2.8%
6.1
665
2.7%
5.9
650
2.7%
6.6
637
2.6%
6.9
632
2.6%
7.6
584
2.4%
7.1
564
2.3%
5.6
557
2.3%
6.3
517
2.1%
6.8
512
2.1%
5.1
499
2.0%
7.4
498
2.0%
5.5
493
2.0%
5.7
478
2.0%
7.3
475
1.9%
SMALLEST VALUES

1.4
1
<0.1%
1.5
1
<0.1%
1.7
2
<0.1%
1.9
2
<0.1%
2.0
2
<0.1%
2.2
1
<0.1%
2.3
5
<0.1%
2.4
3
<0.1%
2.5
12
<0.1%
2.6
5
<0.1%
2.7
7
<0.1%
2.8
10
<0.1%
2.9
13
<0.1%
3.0
19
<0.1%
3.1
28
0.1%
LARGEST VALUES

117.2
1
<0.1%
99.9
1
<0.1%
83.2
1
<0.1%
74.2
1
<0.1%
68.3
1
<0.1%
54.7
1
<0.1%
42.8
1
<0.1%
42.5
1
<0.1%
41.9
1
<0.1%
39.2
1
<0.1%
38.1
1
<0.1%
37.4
1
<0.1%
34.0
1
<0.1%
31.4
1
<0.1%
30.3
1
<0.1%
lymphocyte_pct
MISSING:
5,289
(18%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

neutrophil_pct
-0.95
neutrophil_cnt
-0.62
lymphocyte_cnt
0.51
AGE
-0.47
WEIGHT
-0.44
HEIGHT
-0.43
WAIST_CIRC
-0.42
BMI
-0.33
MCV
-0.32
hematocrit
-0.30
hemoglobin
-0.29
MCH
-0.29
platelets
0.23
PHOSPHORUS
0.21

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

sw_diab
0.36
sw_insulin
0.36
sw_asthma_ever
0.35
pulse_type
0.29
sw_drugs
0.11
sw_cannabis
0.11
ETHNICITY
0.09
last_cannabis_time
0.07
HOUSE_INDIV
0.07
FAMILY_SIZE
0.07
sw_malignancy
0.06
sw_diabrisk
0.06
sw_prediab
0.06
CHF
0.05
MOST FREQUENT VALUES

28.8
166
0.7%
32.3
141
0.6%
31.3
140
0.6%
26.5
138
0.6%
32.8
135
0.6%
34.2
135
0.6%
27.0
133
0.5%
29.0
128
0.5%
36.7
128
0.5%
35.3
126
0.5%
33.8
126
0.5%
33.3
124
0.5%
31.5
121
0.5%
34.8
120
0.5%
30.0
119
0.5%
SMALLEST VALUES

2.6
1
<0.1%
2.9
1
<0.1%
3.4
1
<0.1%
3.5
1
<0.1%
3.6
1
<0.1%
3.9
1
<0.1%
4.0
1
<0.1%
4.9
3
<0.1%
5.0
1
<0.1%
5.2
1
<0.1%
5.3
1
<0.1%
5.4
1
<0.1%
5.6
2
<0.1%
5.9
1
<0.1%
6.1
3
<0.1%
LARGEST VALUES

94.5
1
<0.1%
89.5
1
<0.1%
88.8
1
<0.1%
85.5
1
<0.1%
84.3
1
<0.1%
84.1
1
<0.1%
83.2
1
<0.1%
82.5
1
<0.1%
81.8
1
<0.1%
81.6
1
<0.1%
79.9
1
<0.1%
79.3
1
<0.1%
78.9
1
<0.1%
78.4
1
<0.1%
78.3
1
<0.1%
monocyte_pct
MISSING:
5,289
(18%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

monocyte_cnt
0.52
neutrophil_cnt
-0.32
neutrophil_pct
-0.26
WBC
-0.26
lymphocyte_cnt
-0.13
TRIGLYCERIDS
-0.10
Glucose_basal
-0.09
RDW
0.08
CHOLESTEROL
-0.08
GLUCOSE
-0.08
RBC
-0.08
basophil_cnt
-0.08
ALBUMIN
-0.08
platelets
-0.08

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

sw_diab
0.37
sw_asthma_ever
0.37
sw_insulin
0.37
pulse_type
0.30
sw_overweight
0.24
sw_drugs
0.23
sw_diabrisk
0.22
sw_smoker_cat
0.22
sw_prediab
0.22
sw_smoke_100
0.21
EDUCATION
0.21
CAD
0.21
MI
0.21
sw_malignancy
0.21
MOST FREQUENT VALUES

8.1
621
2.6%
8.4
568
2.3%
8.6
565
2.3%
7.1
532
2.2%
7.6
527
2.2%
6.9
526
2.2%
7.9
524
2.2%
8.0
508
2.1%
8.9
504
2.1%
7.8
494
2.0%
8.2
480
2.0%
7.3
479
2.0%
7.5
464
1.9%
7.4
463
1.9%
8.8
447
1.8%
SMALLEST VALUES

0.6
1
<0.1%
0.8
2
<0.1%
0.9
2
<0.1%
1.1
1
<0.1%
1.2
1
<0.1%
1.3
1
<0.1%
1.4
2
<0.1%
1.5
1
<0.1%
1.6
3
<0.1%
1.7
2
<0.1%
1.8
1
<0.1%
1.9
3
<0.1%
2.0
2
<0.1%
2.1
2
<0.1%
2.2
3
<0.1%
LARGEST VALUES

66.9
1
<0.1%
57.2
1
<0.1%
44.5
1
<0.1%
39.1
1
<0.1%
35.3
1
<0.1%
32.0
1
<0.1%
31.1
1
<0.1%
30.0
1
<0.1%
28.7
1
<0.1%
28.4
1
<0.1%
27.4
1
<0.1%
27.0
1
<0.1%
26.2
1
<0.1%
25.9
1
<0.1%
24.8
1
<0.1%
neutrophil_pct
MISSING:
5,289
(18%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

lymphocyte_pct
-0.95
neutrophil_cnt
0.68
lymphocyte_cnt
-0.45
AGE
0.44
WEIGHT
0.44
WAIST_CIRC
0.42
HEIGHT
0.41
BMI
0.33
hemoglobin
0.31
hematocrit
0.31
MCV
0.31
eosinophil_pct
-0.30
MCH
0.28
monocyte_pct
-0.26

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

sw_overweight
0.45
sw_smoker_cat
0.42
sw_smoke_100
0.42
sw_diab
0.42
CAD
0.41
MI
0.41
CHF
0.41
EDUCATION
0.41
sw_malignancy
0.41
RENAL
0.41
STROKE
0.41
FAMILY_DIAB
0.41
sw_insulin
0.40
sw_asthma_ever
0.40
MOST FREQUENT VALUES

57.2
132
0.5%
57.8
130
0.5%
56.8
121
0.5%
59.3
115
0.5%
58.8
114
0.5%
51.8
113
0.5%
60.9
112
0.5%
59.7
111
0.5%
55.9
111
0.5%
53.2
111
0.5%
54.7
110
0.5%
61.8
110
0.5%
59.9
110
0.5%
51.3
107
0.4%
57.4
107
0.4%
SMALLEST VALUES

0.8
1
<0.1%
1.0
1
<0.1%
3.6
1
<0.1%
5.9
1
<0.1%
6.5
1
<0.1%
7.6
1
<0.1%
8.4
2
<0.1%
9.0
1
<0.1%
9.1
1
<0.1%
9.6
1
<0.1%
9.8
1
<0.1%
10.3
1
<0.1%
10.9
1
<0.1%
11.1
1
<0.1%
11.3
1
<0.1%
LARGEST VALUES

93.6
1
<0.1%
93.2
1
<0.1%
92.5
1
<0.1%
92.1
2
<0.1%
90.8
1
<0.1%
89.9
2
<0.1%
89.8
1
<0.1%
89.7
1
<0.1%
89.4
1
<0.1%
88.9
2
<0.1%
88.8
1
<0.1%
88.6
1
<0.1%
88.3
1
<0.1%
88.1
1
<0.1%
87.7
1
<0.1%
eosinophil_pct
MISSING:
5,289
(18%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

eosinophil_cnt
0.86
neutrophil_pct
-0.30
neutrophil_cnt
-0.19
basophil_pct
0.13
WAIST_CIRC
-0.12
WEIGHT
-0.11
HEIGHT
-0.11
BMI
-0.10
hemoglobin
-0.10
hematocrit
-0.10
basophil_cnt
0.09
SBP_second
-0.08
PHOSPHORUS
0.08
DBP_second
-0.08

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

sw_asthma_ever
0.23
sw_diab
0.21
sw_insulin
0.21
pulse_type
0.17
sw_drugs
0.05
sw_diabrisk
0.05
sw_prediab
0.05
MI
0.04
sw_smoker_cat
0.04
FAMILY_SIZE
0.04
ETHNICITY
0.04
HOUSE_INDIV
0.04
sw_overweight
0.04
sw_smoke_actual
0.04
MOST FREQUENT VALUES

1.7
874
3.6%
2.0
865
3.6%
2.3
847
3.5%
1.3
793
3.3%
2.8
715
2.9%
1.6
662
2.7%
2.5
644
2.6%
2.2
633
2.6%
1.5
624
2.6%
1.8
559
2.3%
2.7
556
2.3%
0.9
549
2.3%
1.9
547
2.2%
1.2
541
2.2%
2.1
492
2.0%
SMALLEST VALUES

0.0
21
<0.1%
0.1
35
0.1%
0.2
59
0.2%
0.3
84
0.3%
0.4
152
0.6%
0.5
125
0.5%
0.6
320
1.3%
0.7
197
0.8%
0.8
325
1.3%
0.9
549
2.3%
1.0
483
2.0%
1.1
331
1.4%
1.2
541
2.2%
1.3
793
3.3%
1.4
448
1.8%
LARGEST VALUES

36.6
1
<0.1%
32.2
1
<0.1%
32.0
1
<0.1%
31.2
1
<0.1%
29.0
1
<0.1%
28.9
1
<0.1%
28.3
1
<0.1%
27.5
1
<0.1%
27.4
1
<0.1%
26.7
1
<0.1%
26.3
1
<0.1%
26.0
1
<0.1%
25.5
1
<0.1%
25.3
1
<0.1%
24.9
1
<0.1%
basophil_pct
MISSING:
5,289
(18%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

basophil_cnt
0.66
neutrophil_pct
-0.14
eosinophil_pct
0.13
neutrophil_cnt
-0.11
eosinophil_cnt
0.10
SEQN
0.08
RDW
0.08
lymphocyte_pct
0.07
WBC
-0.06
MCHC
-0.06
CREATININE
0.05
BILIRUBIN
-0.05
ALBUMIN
-0.04
monocyte_cnt
-0.04

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

sw_diab
0.24
sw_insulin
0.24
sw_asthma_ever
0.24
pulse_type
0.19
sw_drugs
0.19
sw_overweight
0.18
sw_smoker_cat
0.17
sw_smoke_100
0.17
RENAL
0.17
EDUCATION
0.17
MI
0.17
FAMILY_DIAB
0.17
CAD
0.17
CHF
0.16
MOST FREQUENT VALUES

0.6
4,017
16.5%
0.4
2,886
11.9%
0.8
2,510
10.3%
0.5
2,197
9.0%
0.9
2,176
8.9%
0.7
2,060
8.5%
0.3
1,575
6.5%
1.0
1,410
5.8%
0.2
944
3.9%
1.1
780
3.2%
1.2
780
3.2%
0.1
594
2.4%
1.3
545
2.2%
0.0
393
1.6%
1.4
284
1.2%
SMALLEST VALUES

0.0
393
1.6%
0.1
594
2.4%
0.2
944
3.9%
0.3
1,575
6.5%
0.4
2,886
11.9%
0.5
2,197
9.0%
0.6
4,017
16.5%
0.7
2,060
8.5%
0.8
2,510
10.3%
0.9
2,176
8.9%
1.0
1,410
5.8%
1.1
780
3.2%
1.2
780
3.2%
1.3
545
2.2%
1.4
284
1.2%
LARGEST VALUES

10.5
1
<0.1%
8.5
1
<0.1%
8.4
1
<0.1%
7.5
1
<0.1%
7.1
1
<0.1%
6.8
1
<0.1%
6.7
1
<0.1%
6.3
1
<0.1%
6.1
2
<0.1%
5.7
1
<0.1%
5.5
3
<0.1%
5.4
1
<0.1%
5.3
1
<0.1%
5.1
3
<0.1%
4.9
3
<0.1%
lymphocyte_cnt
MISSING:
5,289
(18%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

WBC
0.64
lymphocyte_pct
0.51
neutrophil_pct
-0.45
monocyte_cnt
0.34
HEIGHT
-0.27
AGE
-0.25
platelets
0.25
WEIGHT
-0.25
MCV
-0.21
basophil_cnt
0.19
hematocrit
-0.18
MCH
-0.18
hemoglobin
-0.17
WAIST_CIRC
-0.16

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

sw_diab
0.25
sw_asthma_ever
0.25
sw_insulin
0.25
pulse_type
0.21
sw_cannabis
0.06
sw_drugs
0.06
HOUSE_INDIV
0.05
FAMILY_SIZE
0.05
last_cannabis_time
0.05
ETHNICITY
0.04
sw_smoker_cat
0.04
sw_overweight
0.04
EDUCATION
0.03
sw_smoke_actual
0.03
MOST FREQUENT VALUES

1.9
1,419
5.8%
2.0
1,387
5.7%
1.8
1,347
5.5%
2.1
1,331
5.5%
2.2
1,291
5.3%
1.7
1,262
5.2%
2.3
1,214
5.0%
1.6
1,128
4.6%
2.4
1,079
4.4%
2.5
989
4.1%
1.5
961
3.9%
2.6
943
3.9%
2.7
808
3.3%
1.4
784
3.2%
2.8
760
3.1%
SMALLEST VALUES

0.2
3
<0.1%
0.3
1
<0.1%
0.4
7
<0.1%
0.5
19
<0.1%
0.6
39
0.2%
0.7
63
0.3%
0.8
108
0.4%
0.9
175
0.7%
1.0
255
1.0%
1.1
387
1.6%
1.2
480
2.0%
1.3
657
2.7%
1.4
784
3.2%
1.5
961
3.9%
1.6
1,128
4.6%
LARGEST VALUES

110.8
1
<0.1%
71.1
1
<0.1%
65.9
1
<0.1%
43.7
1
<0.1%
37.5
1
<0.1%
35.3
1
<0.1%
34.8
1
<0.1%
32.1
1
<0.1%
30.3
1
<0.1%
27.7
1
<0.1%
23.8
1
<0.1%
20.1
1
<0.1%
17.3
1
<0.1%
16.1
1
<0.1%
15.4
1
<0.1%
monocyte_cnt
MISSING:
5,289
(18%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

WBC
0.56
monocyte_pct
0.52
neutrophil_cnt
0.37
lymphocyte_cnt
0.34
basophil_cnt
0.20
platelets
0.16
eosinophil_cnt
0.16
RDW
0.12
lymphocyte_pct
-0.11
pusle
0.10
URIC_ACID
0.09
GLOBULIN
0.09
IRON
-0.08
ALBUMIN
-0.08

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

sw_diab
0.34
sw_insulin
0.33
sw_asthma_ever
0.33
pulse_type
0.27
sw_overweight
0.21
sw_drugs
0.19
sw_smoker_cat
0.19
sw_smoke_100
0.19
EDUCATION
0.19
CAD
0.19
MI
0.18
CHF
0.18
sw_malignancy
0.18
FAMILY_DIAB
0.18
MOST FREQUENT VALUES

0.5
5,466
22.5%
0.6
5,120
21.0%
0.4
4,180
17.2%
0.7
3,403
14.0%
0.8
1,940
8.0%
0.3
1,616
6.6%
0.9
1,106
4.5%
1.0
583
2.4%
1.1
295
1.2%
0.2
224
0.9%
1.2
146
0.6%
1.3
75
0.3%
1.4
56
0.2%
1.5
43
0.2%
1.6
24
<0.1%
SMALLEST VALUES

0.1
19
<0.1%
0.2
224
0.9%
0.3
1,616
6.6%
0.4
4,180
17.2%
0.5
5,466
22.5%
0.6
5,120
21.0%
0.7
3,403
14.0%
0.8
1,940
8.0%
0.9
1,106
4.5%
1.0
583
2.4%
1.1
295
1.2%
1.2
146
0.6%
1.3
75
0.3%
1.4
56
0.2%
1.5
43
0.2%
LARGEST VALUES

10.2
1
<0.1%
6.7
1
<0.1%
5.5
1
<0.1%
4.3
1
<0.1%
2.9
1
<0.1%
2.6
3
<0.1%
2.5
1
<0.1%
2.4
1
<0.1%
2.3
1
<0.1%
2.1
3
<0.1%
2.0
4
<0.1%
1.9
5
<0.1%
1.8
9
<0.1%
1.7
12
<0.1%
1.6
24
<0.1%
neutrophil_cnt
MISSING:
5,289
(18%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

WBC
0.77
neutrophil_pct
0.68
lymphocyte_pct
-0.62
monocyte_cnt
0.37
monocyte_pct
-0.32
basophil_cnt
0.31
WAIST_CIRC
0.25
BMI
0.23
WEIGHT
0.22
eosinophil_pct
-0.19
AGE
0.18
hemoglobin
0.17
pusle
0.16
hematocrit
0.16

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

sw_overweight
0.34
sw_smoker_cat
0.33
sw_diab
0.32
sw_smoke_100
0.32
EDUCATION
0.31
FAMILY_DIAB
0.31
CHF
0.31
sw_insulin
0.31
MI
0.31
CAD
0.31
RENAL
0.31
STROKE
0.31
sw_malignancy
0.31
sw_asthma_ever
0.30
MOST FREQUENT VALUES

3.2
719
3.0%
3.6
700
2.9%
3.5
691
2.8%
3.7
669
2.7%
3.9
662
2.7%
3.1
662
2.7%
3.4
659
2.7%
3.8
657
2.7%
3.3
650
2.7%
2.9
649
2.7%
3.0
643
2.6%
2.7
628
2.6%
2.6
628
2.6%
4.1
615
2.5%
2.8
606
2.5%
SMALLEST VALUES

0.1
1
<0.1%
0.3
3
<0.1%
0.4
3
<0.1%
0.5
7
<0.1%
0.6
4
<0.1%
0.7
9
<0.1%
0.8
24
<0.1%
0.9
40
0.2%
1.0
52
0.2%
1.1
81
0.3%
1.2
114
0.5%
1.3
120
0.5%
1.4
154
0.6%
1.5
195
0.8%
1.6
201
0.8%
LARGEST VALUES

83.1
1
<0.1%
62.9
1
<0.1%
25.6
1
<0.1%
20.5
1
<0.1%
18.7
1
<0.1%
18.6
1
<0.1%
17.3
1
<0.1%
16.3
1
<0.1%
15.8
1
<0.1%
15.7
2
<0.1%
15.5
1
<0.1%
15.4
1
<0.1%
14.7
2
<0.1%
14.2
1
<0.1%
13.7
2
<0.1%
eosinophil_cnt
MISSING:
5,289
(18%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

eosinophil_pct
0.86
WBC
0.28
basophil_cnt
0.28
neutrophil_pct
-0.18
monocyte_cnt
0.16
platelets
0.16
lymphocyte_cnt
0.14
neutrophil_cnt
0.13
HEIGHT
-0.13
WEIGHT
-0.10
basophil_pct
0.10
hematocrit
-0.09
hemoglobin
-0.09
MCV
-0.09

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

sw_asthma_ever
0.20
sw_diab
0.19
sw_insulin
0.19
pulse_type
0.16
sw_smoke_actual
0.05
MI
0.05
sw_smoke_100
0.05
sw_smoker_cat
0.05
sw_smoker
0.05
sw_drugs
0.05
sw_oral_antidiab
0.04
sw_overweight
0.04
ETHNICITY
0.04
EDUCATION
0.04
MOST FREQUENT VALUES

0.1
8,513
35.0%
0.2
6,807
28.0%
0.3
3,583
14.7%
0.4
1,874
7.7%
0.0
1,043
4.3%
0.5
978
4.0%
0.6
618
2.5%
0.7
297
1.2%
0.8
197
0.8%
0.9
128
0.5%
1.0
99
0.4%
1.1
59
0.2%
1.2
28
0.1%
1.3
26
0.1%
1.4
22
<0.1%
SMALLEST VALUES

0.0
1,043
4.3%
0.1
8,513
35.0%
0.2
6,807
28.0%
0.3
3,583
14.7%
0.4
1,874
7.7%
0.5
978
4.0%
0.6
618
2.5%
0.7
297
1.2%
0.8
197
0.8%
0.9
128
0.5%
1.0
99
0.4%
1.1
59
0.2%
1.2
28
0.1%
1.3
26
0.1%
1.4
22
<0.1%
LARGEST VALUES

8.4
1
<0.1%
4.9
1
<0.1%
4.5
1
<0.1%
4.3
1
<0.1%
3.7
1
<0.1%
3.6
1
<0.1%
3.1
2
<0.1%
2.9
1
<0.1%
2.7
1
<0.1%
2.6
1
<0.1%
2.4
1
<0.1%
2.3
2
<0.1%
2.2
3
<0.1%
2.1
3
<0.1%
2.0
2
<0.1%
basophil_cnt
MISSING:
5,289
(18%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

basophil_pct
0.66
WBC
0.39
neutrophil_cnt
0.31
eosinophil_cnt
0.28
monocyte_cnt
0.20
lymphocyte_cnt
0.19
platelets
0.14
RDW
0.10
eosinophil_pct
0.09
TRIGLYCERIDS
0.09
monocyte_pct
-0.08
BILIRUBIN
-0.08
SEQN
0.08
HbA1c
0.06

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

sw_diab
0.13
sw_insulin
0.13
sw_asthma_ever
0.13
sw_smoker_cat
0.12
sw_smoke_100
0.11
sw_overweight
0.11
EDUCATION
0.11
FAMILY_DIAB
0.11
RENAL
0.11
CAD
0.11
sw_smoke_actual
0.11
CHF
0.11
MI
0.10
pulse_type
0.10
MOST FREQUENT VALUES

0.0
14,188
58.3%
0.1
9,679
39.8%
0.2
359
1.5%
0.3
76
0.3%
0.4
23
<0.1%
0.5
5
<0.1%
0.6
3
<0.1%
0.7
3
<0.1%
1.0
1
<0.1%
1.3
1
<0.1%
4.7
1
<0.1%
0.9
1
<0.1%
SMALLEST VALUES

0.0
14,188
58.3%
0.1
9,679
39.8%
0.2
359
1.5%
0.3
76
0.3%
0.4
23
<0.1%
0.5
5
<0.1%
0.6
3
<0.1%
0.7
3
<0.1%
0.9
1
<0.1%
1.0
1
<0.1%
1.3
1
<0.1%
4.7
1
<0.1%
LARGEST VALUES

4.7
1
<0.1%
1.3
1
<0.1%
1.0
1
<0.1%
0.9
1
<0.1%
0.7
3
<0.1%
0.6
3
<0.1%
0.5
5
<0.1%
0.4
23
<0.1%
0.3
76
0.3%
0.2
359
1.5%
0.1
9,679
39.8%
0.0
14,188
58.3%
RBC
MISSING:
5,268
(18%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

hematocrit
0.73
hemoglobin
0.66
MCH
-0.33
MCV
-0.31
WEIGHT
0.27
ALBUMIN
0.27
HEIGHT
0.27
BUN
-0.24
BMI
0.23
WAIST_CIRC
0.21
CREATININE
-0.19
CALCIO
0.19
MCHC
-0.19
PROTEIN
0.18

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

sw_diab
0.44
sw_asthma_ever
0.44
sw_insulin
0.43
sw_drugs
0.36
pulse_type
0.34
sw_overweight
0.33
sw_diabrisk
0.32
sw_cannabis
0.31
sw_prediab
0.31
sw_smoker_cat
0.29
sw_smoke_100
0.29
sw_malignancy
0.28
EDUCATION
0.28
STROKE
0.28
MOST FREQUENT VALUES

4.89
320
1.3%
4.82
295
1.2%
4.93
279
1.1%
4.97
279
1.1%
5.03
277
1.1%
4.78
271
1.1%
4.68
260
1.1%
4.64
256
1.1%
5.11
255
1.0%
4.61
255
1.0%
5.07
254
1.0%
4.72
254
1.0%
4.57
252
1.0%
4.86
243
1.0%
4.99
238
1.0%
SMALLEST VALUES

1.67
1
<0.1%
2.32
1
<0.1%
2.38
1
<0.1%
2.4
1
<0.1%
2.49
1
<0.1%
2.51
1
<0.1%
2.52
1
<0.1%
2.53
1
<0.1%
2.62
1
<0.1%
2.65
1
<0.1%
2.66
1
<0.1%
2.78
2
<0.1%
2.79
1
<0.1%
2.83
1
<0.1%
2.84
3
<0.1%
LARGEST VALUES

8.3
1
<0.1%
7.84
1
<0.1%
7.17
1
<0.1%
7.15
1
<0.1%
7.14
1
<0.1%
7.05
1
<0.1%
7.04
1
<0.1%
6.99
1
<0.1%
6.97
1
<0.1%
6.94
2
<0.1%
6.91
3
<0.1%
6.9
1
<0.1%
6.82
2
<0.1%
6.81
2
<0.1%
6.8
1
<0.1%
hemoglobin
MISSING:
5,268
(18%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

hematocrit
0.96
RBC
0.66
HEIGHT
0.55
WEIGHT
0.50
MCH
0.47
MCV
0.45
WAIST_CIRC
0.43
BMI
0.36
ALBUMIN
0.32
neutrophil_pct
0.31
IRON
0.31
RDW
-0.30
SBP_second
0.30
DBP_second
0.30

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

sw_diab
0.44
sw_asthma_ever
0.43
sw_insulin
0.43
sw_drugs
0.40
sw_overweight
0.40
sw_diabrisk
0.37
sw_prediab
0.36
sw_smoker_cat
0.36
sw_smoke_100
0.36
sw_malignancy
0.35
EDUCATION
0.35
STROKE
0.35
RENAL
0.35
CHF
0.35
MOST FREQUENT VALUES

15.0
867
3.6%
15.4
782
3.2%
15.6
740
3.0%
14.8
685
2.8%
14.9
679
2.8%
13.9
655
2.7%
14.7
650
2.7%
15.2
638
2.6%
15.1
632
2.6%
14.1
630
2.6%
14.5
629
2.6%
14.3
597
2.5%
14.4
594
2.4%
16.0
566
2.3%
14.6
563
2.3%
SMALLEST VALUES

6.3
1
<0.1%
6.4
2
<0.1%
7.0
2
<0.1%
7.2
2
<0.1%
7.4
1
<0.1%
7.5
1
<0.1%
7.6
1
<0.1%
7.7
2
<0.1%
7.8
3
<0.1%
7.9
2
<0.1%
8.0
2
<0.1%
8.1
1
<0.1%
8.2
2
<0.1%
8.3
1
<0.1%
8.4
1
<0.1%
LARGEST VALUES

19.9
2
<0.1%
19.7
2
<0.1%
19.5
2
<0.1%
19.2
2
<0.1%
19.0
3
<0.1%
18.9
2
<0.1%
18.8
5
<0.1%
18.7
9
<0.1%
18.6
4
<0.1%
18.5
8
<0.1%
18.4
8
<0.1%
18.3
13
<0.1%
18.2
11
<0.1%
18.1
9
<0.1%
18.0
22
<0.1%
hematocrit
MISSING:
5,268
(18%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

hemoglobin
0.96
RBC
0.73
HEIGHT
0.58
WEIGHT
0.52
WAIST_CIRC
0.44
MCV
0.41
BMI
0.38
MCH
0.34
neutrophil_pct
0.31
platelets
-0.30
SBP_second
0.30
DBP_second
0.30
AGE
0.30
lymphocyte_pct
-0.30

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

sw_diab
0.44
sw_asthma_ever
0.43
sw_insulin
0.43
sw_drugs
0.40
sw_overweight
0.40
sw_diabrisk
0.37
sw_smoker_cat
0.36
sw_smoke_100
0.36
sw_prediab
0.36
sw_malignancy
0.35
EDUCATION
0.35
STROKE
0.35
RENAL
0.35
CHF
0.35
MOST FREQUENT VALUES

43.8
319
1.3%
44.7
314
1.3%
45.3
308
1.3%
44.3
290
1.2%
44.9
276
1.1%
43.4
276
1.1%
42.2
273
1.1%
42.8
273
1.1%
44.5
269
1.1%
41.8
266
1.1%
42.7
246
1.0%
46.3
244
1.0%
43.3
240
1.0%
43.0
240
1.0%
45.9
234
1.0%
SMALLEST VALUES

17.9
1
<0.1%
20.8
1
<0.1%
21.7
1
<0.1%
22.0
1
<0.1%
22.8
2
<0.1%
23.0
2
<0.1%
23.2
1
<0.1%
23.4
1
<0.1%
23.8
1
<0.1%
23.9
1
<0.1%
24.0
1
<0.1%
24.2
1
<0.1%
24.3
1
<0.1%
24.6
2
<0.1%
25.0
2
<0.1%
LARGEST VALUES

59.1
1
<0.1%
58.8
1
<0.1%
57.8
1
<0.1%
57.5
1
<0.1%
56.5
1
<0.1%
56.4
1
<0.1%
56.3
1
<0.1%
55.9
2
<0.1%
55.8
1
<0.1%
55.6
1
<0.1%
55.5
3
<0.1%
55.4
2
<0.1%
55.2
2
<0.1%
55.1
1
<0.1%
55.0
2
<0.1%
MCV
MISSING:
5,268
(18%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

MCH
0.93
AGE
0.52
HEIGHT
0.47
hemoglobin
0.45
hematocrit
0.41
WEIGHT
0.39
WAIST_CIRC
0.36
platelets
-0.35
lymphocyte_pct
-0.32
neutrophil_pct
0.31
RBC
-0.31
RDW
-0.28
BMI
0.24
IRON
0.22

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

sw_diab
0.45
sw_insulin
0.44
sw_asthma_ever
0.44
sw_overweight
0.37
sw_drugs
0.36
pulse_type
0.35
sw_smoker_cat
0.34
sw_smoke_100
0.34
EDUCATION
0.34
STROKE
0.34
MI
0.34
CHF
0.34
RENAL
0.34
sw_malignancy
0.34
MOST FREQUENT VALUES

89.4
241
1.0%
88.9
240
1.0%
86.9
224
0.9%
87.1
219
0.9%
86.6
214
0.9%
89.1
210
0.9%
86.4
210
0.9%
90.7
208
0.9%
87.3
207
0.8%
89.6
202
0.8%
87.8
202
0.8%
88.6
201
0.8%
89.8
197
0.8%
87.6
195
0.8%
91.4
195
0.8%
SMALLEST VALUES

50.7
1
<0.1%
50.8
1
<0.1%
52.2
1
<0.1%
55.1
1
<0.1%
55.3
1
<0.1%
55.7
1
<0.1%
55.9
2
<0.1%
56.1
2
<0.1%
56.8
2
<0.1%
57.2
1
<0.1%
57.4
1
<0.1%
57.8
1
<0.1%
57.9
1
<0.1%
58.1
1
<0.1%
58.5
1
<0.1%
LARGEST VALUES

115.6
1
<0.1%
114.3
1
<0.1%
113.4
1
<0.1%
113.1
1
<0.1%
112.2
1
<0.1%
111.8
1
<0.1%
111.5
1
<0.1%
111.3
1
<0.1%
111.2
1
<0.1%
110.5
2
<0.1%
109.5
1
<0.1%
109.4
2
<0.1%
109.2
1
<0.1%
109.1
1
<0.1%
108.7
1
<0.1%
MCH
MISSING:
5,268
(18%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

MCV
0.93
MCHC
0.52
hemoglobin
0.47
AGE
0.43
HEIGHT
0.39
RDW
-0.38
hematocrit
0.34
RBC
-0.33
WEIGHT
0.33
WAIST_CIRC
0.30
platelets
-0.30
lymphocyte_pct
-0.29
neutrophil_pct
0.28
IRON
0.25

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

sw_diab
0.44
sw_insulin
0.44
sw_asthma_ever
0.44
sw_overweight
0.37
sw_drugs
0.36
pulse_type
0.35
sw_smoker_cat
0.34
sw_smoke_100
0.34
EDUCATION
0.33
STROKE
0.33
MI
0.33
CHF
0.33
sw_malignancy
0.33
RENAL
0.33
MOST FREQUENT VALUES

30.0
617
2.5%
31.3
574
2.4%
29.5
566
2.3%
30.8
546
2.2%
29.8
539
2.2%
30.3
520
2.1%
29.0
512
2.1%
31.5
510
2.1%
28.8
486
2.0%
29.2
477
2.0%
30.2
461
1.9%
30.5
445
1.8%
30.7
442
1.8%
31.2
421
1.7%
31.1
411
1.7%
SMALLEST VALUES

13.2
1
<0.1%
14.3
1
<0.1%
15.1
1
<0.1%
15.3
1
<0.1%
15.7
1
<0.1%
16.2
1
<0.1%
16.8
1
<0.1%
17.1
1
<0.1%
17.3
1
<0.1%
17.4
1
<0.1%
17.8
1
<0.1%
17.9
1
<0.1%
18.0
2
<0.1%
18.1
3
<0.1%
18.3
1
<0.1%
LARGEST VALUES

74.5
1
<0.1%
60.8
1
<0.1%
46.1
1
<0.1%
40.0
1
<0.1%
39.2
1
<0.1%
39.0
3
<0.1%
38.5
1
<0.1%
38.3
1
<0.1%
38.1
2
<0.1%
37.9
1
<0.1%
37.8
1
<0.1%
37.7
4
<0.1%
37.3
6
<0.1%
37.2
2
<0.1%
37.1
4
<0.1%
MCHC
MISSING:
5,252
(18%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

MCH
0.52
RDW
-0.41
SEQN
-0.32
hemoglobin
0.24
RBC
-0.19
TRIGLYCERIDS
0.19
MCV
0.18
BILIRUBIN
0.17
IRON
0.15
MPV
-0.14
ALBUMIN
0.13
GLOBULIN
-0.12
INTERVIE_wgt
0.11
EXAM_wgt
0.11

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

sw_diab
0.45
sw_insulin
0.45
sw_asthma_ever
0.45
pulse_type
0.35
sw_drugs
0.31
sw_overweight
0.30
sw_smoker_cat
0.27
sw_smoke_100
0.27
sw_diabrisk
0.27
EDUCATION
0.26
STROKE
0.26
sw_malignancy
0.26
CHF
0.26
MI
0.26
MOST FREQUENT VALUES

34.2
1,354
5.6%
33.8
1,228
5.0%
34.8
1,085
4.5%
34.0
1,038
4.3%
34.5
998
4.1%
34.3
954
3.9%
33.3
926
3.8%
33.7
904
3.7%
33.6
880
3.6%
33.9
806
3.3%
34.1
800
3.3%
34.7
790
3.2%
33.5
768
3.2%
34.4
714
2.9%
33.4
707
2.9%
SMALLEST VALUES

25.2
1
<0.1%
27.1
1
<0.1%
27.6
1
<0.1%
28.1
1
<0.1%
29.2
1
<0.1%
29.3
1
<0.1%
29.5
2
<0.1%
29.6
2
<0.1%
29.7
1
<0.1%
29.8
2
<0.1%
29.9
2
<0.1%
30.0
3
<0.1%
30.1
1
<0.1%
30.2
6
<0.1%
30.3
4
<0.1%
LARGEST VALUES

69.6
1
<0.1%
43.8
1
<0.1%
42.4
1
<0.1%
41.6
1
<0.1%
39.0
1
<0.1%
38.7
1
<0.1%
38.3
1
<0.1%
38.1
3
<0.1%
38.0
1
<0.1%
37.8
1
<0.1%
37.7
1
<0.1%
37.6
4
<0.1%
37.5
2
<0.1%
37.4
2
<0.1%
37.3
10
<0.1%
RDW
MISSING:
5,268
(18%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

MCHC
-0.41
MCH
-0.38
SEQN
0.35
hemoglobin
-0.30
ALBUMIN
-0.29
MCV
-0.28
IRON
-0.22
BUN
0.20
hematocrit
-0.19
BILIRUBIN
-0.19
AGE
0.18
GLOBULIN
0.17
CREATININE
0.17
DBP_first
0.17

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

sw_diab
0.45
sw_insulin
0.44
sw_asthma_ever
0.44
pulse_type
0.35
sw_overweight
0.30
sw_drugs
0.29
sw_smoker_cat
0.28
sw_smoke_100
0.28
MI
0.27
CHF
0.27
RENAL
0.27
CAD
0.27
EDUCATION
0.27
FAMILY_DIAB
0.27
MOST FREQUENT VALUES

12.5
1,397
5.7%
12.9
1,378
5.7%
13.1
1,345
5.5%
13.3
1,081
4.4%
12.7
1,063
4.4%
13.0
1,023
4.2%
12.6
1,015
4.2%
13.4
985
4.0%
13.5
956
3.9%
12.4
928
3.8%
12.3
857
3.5%
13.2
815
3.3%
12.2
799
3.3%
12.8
767
3.1%
12.0
708
2.9%
SMALLEST VALUES

6.3
1
<0.1%
10.7
1
<0.1%
10.8
4
<0.1%
10.9
2
<0.1%
11.0
14
<0.1%
11.1
15
<0.1%
11.2
33
0.1%
11.3
58
0.2%
11.4
143
0.6%
11.5
112
0.5%
11.6
323
1.3%
11.7
157
0.6%
11.8
364
1.5%
11.9
500
2.1%
12.0
708
2.9%
LARGEST VALUES

30.9
1
<0.1%
26.4
1
<0.1%
26.3
1
<0.1%
25.9
1
<0.1%
25.5
1
<0.1%
25.3
1
<0.1%
24.8
1
<0.1%
24.6
1
<0.1%
24.4
2
<0.1%
24.2
1
<0.1%
24.0
1
<0.1%
23.8
1
<0.1%
23.7
1
<0.1%
23.6
1
<0.1%
23.5
1
<0.1%
platelets
MISSING:
5,268
(18%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

MPV
-0.50
HEIGHT
-0.43
AGE
-0.41
WEIGHT
-0.36
MCV
-0.35
WAIST_CIRC
-0.31
hematocrit
-0.30
MCH
-0.30
hemoglobin
-0.29
lymphocyte_cnt
0.25
WBC
0.24
BMI
-0.23
lymphocyte_pct
0.23
pusle
0.22

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

sw_diab
0.37
sw_asthma_ever
0.37
sw_insulin
0.37
pulse_type
0.30
sw_drugs
0.14
sw_cannabis
0.13
last_cannabis_time
0.10
sw_diabrisk
0.07
sw_heroin
0.07
sw_methamphetamine
0.07
sw_prediab
0.07
sw_coccaine
0.07
sw_overweight
0.05
CAD
0.05
MOST FREQUENT VALUES

220.0
185
0.8%
230.0
178
0.7%
225.0
176
0.7%
265.0
174
0.7%
214.0
172
0.7%
231.0
172
0.7%
229.0
171
0.7%
248.0
169
0.7%
226.0
169
0.7%
215.0
169
0.7%
212.0
168
0.7%
223.0
168
0.7%
242.0
167
0.7%
237.0
167
0.7%
241.0
166
0.7%
SMALLEST VALUES

8.0
1
<0.1%
14.0
1
<0.1%
28.0
1
<0.1%
34.0
1
<0.1%
35.0
1
<0.1%
38.0
1
<0.1%
41.0
1
<0.1%
48.0
1
<0.1%
49.0
1
<0.1%
54.0
1
<0.1%
56.0
1
<0.1%
60.0
1
<0.1%
61.0
1
<0.1%
62.0
3
<0.1%
63.0
2
<0.1%
LARGEST VALUES

991.0
1
<0.1%
816.0
1
<0.1%
792.0
1
<0.1%
757.0
1
<0.1%
710.0
1
<0.1%
701.0
1
<0.1%
698.0
1
<0.1%
696.0
1
<0.1%
681.0
1
<0.1%
669.0
1
<0.1%
667.0
1
<0.1%
664.0
2
<0.1%
662.0
1
<0.1%
659.0
1
<0.1%
653.0
1
<0.1%
MPV
MISSING:
5,268
(18%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

platelets
-0.50
WEIGHT
0.28
HEIGHT
0.28
WAIST_CIRC
0.24
hematocrit
0.23
BMI
0.21
SEQN
0.19
AGE
0.19
hemoglobin
0.18
lymphocyte_pct
-0.17
neutrophil_pct
0.16
RBC
0.15
MCHC
-0.14
MCV
0.13

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

sw_diab
0.44
sw_insulin
0.43
sw_asthma_ever
0.43
sw_overweight
0.35
sw_drugs
0.34
pulse_type
0.34
sw_smoker_cat
0.31
sw_smoke_100
0.31
sw_diabrisk
0.31
sw_malignancy
0.31
EDUCATION
0.31
STROKE
0.30
FAMILY_DIAB
0.30
MI
0.30
MOST FREQUENT VALUES

7.6
1,332
5.5%
8.1
1,330
5.5%
7.8
1,133
4.7%
8.4
1,121
4.6%
8.0
1,045
4.3%
7.9
1,034
4.2%
7.5
1,012
4.2%
8.2
989
4.1%
7.4
963
4.0%
7.1
959
3.9%
8.6
904
3.7%
7.3
878
3.6%
7.7
825
3.4%
6.9
789
3.2%
8.9
676
2.8%
SMALLEST VALUES

4.8
1
<0.1%
5.0
1
<0.1%
5.1
4
<0.1%
5.2
3
<0.1%
5.3
3
<0.1%
5.4
8
<0.1%
5.5
10
<0.1%
5.6
24
<0.1%
5.7
31
0.1%
5.8
14
<0.1%
5.9
66
0.3%
6.0
47
0.2%
6.1
120
0.5%
6.2
84
0.3%
6.3
156
0.6%
LARGEST VALUES

13.2
1
<0.1%
13.0
1
<0.1%
12.8
1
<0.1%
12.6
3
<0.1%
12.5
1
<0.1%
12.4
1
<0.1%
12.3
1
<0.1%
12.2
1
<0.1%
12.1
4
<0.1%
12.0
2
<0.1%
11.9
5
<0.1%
11.8
6
<0.1%
11.7
2
<0.1%
11.6
9
<0.1%
11.5
10
<0.1%
sw_diab
MISSING:
1,224
(4%)
TOP CATEGORIES

2.0
25,546
90%
1.0
2,417
9%
3.0
424
1%
9.0
16
<1%
7.0
2
<1%
ALL
28,405
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
sw_diab
PROVIDES INFORMATION ON...

GENDER
1.00
sw_pregnant
1.00
diab_retinopathy
0.85
sw_insulin
0.82
sw_oral_antidiab
0.59
insulin_period
0.49
sw_asthma_ever
0.30
sw_prediab
0.19
sw_diabrisk
0.16
RENAL
0.11
CHF
0.11
STROKE
0.11
MI
0.10
CAD
0.10

THESE FEATURES
GIVE INFORMATION
ON sw_diab:

diab_retinopathy
0.53
sw_oral_antidiab
0.52
sw_insulin
0.45
sw_asthma_ever
0.33
sw_prediab
0.28
sw_diabrisk
0.27
FAMILY_DIAB
0.18
sw_overweight
0.18
CAD
0.16
CHF
0.16
MI
0.16
RENAL
0.16
sw_smoker_cat
0.16
STROKE
0.16

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
sw_diab
CORRELATION RATIO WITH...

diab_age
0.57
HEIGHT
0.52
BMI
0.47
GLUCOSE
0.46
AGE
0.45
MCHC
0.45
MCV
0.45
RDW
0.45
MCH
0.44
MPV
0.44
hematocrit
0.44
RBC
0.44
hemoglobin
0.44
WAIST_CIRC
0.44
diab_age
MISSING:
27,212
(92%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

age_first_smoke
0.33
AGE
0.16
Glucose_basal
-0.09
eosinophil_cnt
0.07
HbA1c
-0.07
WEIGHT
-0.06
GLUCOSE
-0.06
EXAM_wgt
-0.05
PROTEIN
-0.05
SBP_first
0.05
basophil_cnt
0.05
ALBUMIN
-0.05
hemoglobin
-0.05
RBC
-0.05

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

diab_retinopathy
0.58
sw_diab
0.57
sw_oral_antidiab
0.51
sw_insulin
0.25
insulin_period
0.23
sw_diabrisk
0.22
sw_prediab
0.21
EDUCATION
0.20
FAMILY_DIAB
0.19
CHF
0.19
MI
0.18
CAD
0.17
sw_overweight
0.17
STROKE
0.17
MOST FREQUENT VALUES

50.0
166
6.9%
60.0
124
5.1%
40.0
115
4.8%
45.0
112
4.6%
55.0
112
4.6%
65.0
92
3.8%
48.0
77
3.2%
52.0
70
2.9%
35.0
60
2.5%
62.0
55
2.3%
59.0
50
2.1%
53.0
50
2.1%
61.0
50
2.1%
47.0
48
2.0%
58.0
48
2.0%
SMALLEST VALUES

1.0
2
<0.1%
2.0
3
0.1%
3.0
4
0.2%
4.0
1
<0.1%
5.0
9
0.4%
6.0
1
<0.1%
7.0
8
0.3%
8.0
6
0.2%
9.0
9
0.4%
10.0
8
0.3%
11.0
7
0.3%
12.0
10
0.4%
13.0
4
0.2%
14.0
4
0.2%
15.0
13
0.5%
LARGEST VALUES

999.0
13
0.5%
666.0
6
0.2%
80.0
32
1.3%
79.0
4
0.2%
78.0
9
0.4%
77.0
8
0.3%
76.0
8
0.3%
75.0
29
1.2%
74.0
8
0.3%
73.0
17
0.7%
72.0
18
0.7%
71.0
19
0.8%
70.0
48
2.0%
69.0
26
1.1%
68.0
29
1.2%
sw_prediab
MISSING:
11,603
(39%)
TOP CATEGORIES

2.0
17,134
95%
1.0
873
5%
9.0
18
<1%
7.0
1
<1%
ALL
18,026
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
sw_prediab
PROVIDES INFORMATION ON...

GENDER
1.00
sw_pregnant
1.00
sw_diabrisk
0.69
sw_oral_antidiab
0.38
sw_diab
0.28
diab_retinopathy
0.25
sw_overweight
0.24
sw_insulin
0.23
RENAL
0.20
CHF
0.20
STROKE
0.20
MI
0.19
CAD
0.19
sw_malignancy
0.18

THESE FEATURES
GIVE INFORMATION
ON sw_prediab:

sw_diabrisk
0.78
sw_overweight
0.32
sw_oral_antidiab
0.22
sw_smoker_cat
0.22
FAMILY_DIAB
0.22
sw_smoke_100
0.21
CAD
0.20
MI
0.20
CHF
0.20
RENAL
0.20
STROKE
0.20
sw_malignancy
0.20
EDUCATION
0.20
sw_diab
0.19

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
sw_prediab
CORRELATION RATIO WITH...

ALBUMIN
0.69
CALCIO
0.68
PROTEIN
0.67
PHOSPHORUS
0.66
CHOLESTEROL
0.65
GLOBULIN
0.64
URIC_ACID
0.63
IRON
0.60
HbA1c
0.56
BILIRUBIN
0.56
DBP_second
0.55
WEIGHT
0.54
SBP_second
0.54
DBP_first
0.53
sw_diabrisk
MISSING:
11,184
(38%)
TOP CATEGORIES

2.0
16,421
89%
1.0
1,978
11%
9.0
45
<1%
7.0
1
<1%
ALL
18,445
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
sw_diabrisk
PROVIDES INFORMATION ON...

GENDER
1.00
sw_pregnant
1.00
sw_prediab
0.78
sw_diab
0.27
diab_retinopathy
0.26
sw_overweight
0.25
sw_insulin
0.23
RENAL
0.22
CHF
0.22
STROKE
0.21
MI
0.21
CAD
0.21
sw_malignancy
0.19
FAMILY_DIAB
0.19

THESE FEATURES
GIVE INFORMATION
ON sw_diabrisk:

sw_prediab
0.69
sw_overweight
0.30
FAMILY_DIAB
0.24
sw_smoker_cat
0.21
sw_smoke_100
0.20
CAD
0.19
CHF
0.19
MI
0.19
RENAL
0.19
STROKE
0.19
EDUCATION
0.19
sw_malignancy
0.19
sw_diab
0.16
sw_drugs
0.15

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
sw_diabrisk
CORRELATION RATIO WITH...

ALBUMIN
0.71
CALCIO
0.70
PROTEIN
0.70
PHOSPHORUS
0.68
CHOLESTEROL
0.67
GLOBULIN
0.66
URIC_ACID
0.66
IRON
0.61
HbA1c
0.58
DBP_second
0.57
BILIRUBIN
0.57
WEIGHT
0.57
SBP_second
0.56
DBP_first
0.55
sw_insulin
MISSING:
1,225
(4%)
TOP CATEGORIES

2.0
27,673
97%
1.0
727
3%
7.0
2
<1%
9.0
2
<1%
ALL
28,404
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
sw_insulin
PROVIDES INFORMATION ON...

GENDER
1.00
sw_pregnant
1.00
insulin_period
0.82
sw_diab
0.45
sw_asthma_ever
0.30
diab_retinopathy
0.21
sw_oral_antidiab
0.12
sw_prediab
0.08
sw_diabrisk
0.08
DIALYSIS
0.07
RENAL
0.07
CHF
0.06
STROKE
0.06
MI
0.06

THESE FEATURES
GIVE INFORMATION
ON sw_insulin:

sw_diab
0.82
sw_asthma_ever
0.60
insulin_period
0.30
sw_diabrisk
0.23
diab_retinopathy
0.23
sw_prediab
0.23
sw_oral_antidiab
0.20
sw_overweight
0.19
RENAL
0.18
FAMILY_DIAB
0.18
CHF
0.17
MI
0.17
CAD
0.17
STROKE
0.17

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
sw_insulin
CORRELATION RATIO WITH...

HEIGHT
0.51
MCHC
0.45
MCV
0.44
BMI
0.44
RDW
0.44
MCH
0.44
RBC
0.43
hematocrit
0.43
hemoglobin
0.43
MPV
0.43
WAIST_CIRC
0.41
neutrophil_pct
0.40
platelets
0.37
monocyte_pct
0.37
sw_oral_antidiab
MISSING:
25,915
(87%)
TOP CATEGORIES

2.0
1,859
50%
1.0
1,848
50%
9.0
7
<1%
ALL
3,714
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
sw_oral_antidiab
PROVIDES INFORMATION ON...

GENDER
1.00
sw_pregnant
1.00
diab_retinopathy
0.69
sw_diab
0.52
insulin_period
0.41
sw_prediab
0.22
sw_insulin
0.20
DIALYSIS
0.09
RENAL
0.09
CHF
0.09
MI
0.08
CAD
0.08
STROKE
0.08
sw_malignancy
0.08

THESE FEATURES
GIVE INFORMATION
ON sw_oral_antidiab:

sw_diab
0.59
diab_retinopathy
0.48
sw_prediab
0.38
FAMILY_DIAB
0.17
sw_overweight
0.16
CAD
0.15
MI
0.15
CHF
0.15
RENAL
0.15
sw_smoker_cat
0.14
STROKE
0.14
sw_malignancy
0.14
EDUCATION
0.14
sw_smoke_100
0.13

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
sw_oral_antidiab
CORRELATION RATIO WITH...

diab_age
0.51
AGE
0.42
GLUCOSE
0.42
HbA1c
0.37
BUN
0.30
WEIGHT
0.27
CREATININE
0.25
BMI
0.25
GLOBULIN
0.24
WAIST_CIRC
0.23
Glucose_basal
0.22
DBP_first
0.22
URIC_ACID
0.21
CALCIO
0.21
diab_retinopathy
MISSING:
27,226
(92%)
TOP CATEGORIES

2.0
1,872
78%
1.0
513
21%
9.0
18
<1%
ALL
2,403
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
diab_retinopathy
PROVIDES INFORMATION ON...

GENDER
1.00
sw_pregnant
1.00
sw_diab
0.53
insulin_period
0.50
sw_oral_antidiab
0.48
sw_insulin
0.23
sw_prediab
0.10
sw_diabrisk
0.10
DIALYSIS
0.09
RENAL
0.06
CHF
0.06
STROKE
0.06
MI
0.06
CAD
0.06

THESE FEATURES
GIVE INFORMATION
ON diab_retinopathy:

sw_diab
0.85
sw_oral_antidiab
0.69
sw_diabrisk
0.26
sw_prediab
0.25
sw_insulin
0.21
FAMILY_DIAB
0.18
insulin_period
0.16
sw_overweight
0.15
RENAL
0.15
CAD
0.15
CHF
0.15
MI
0.15
STROKE
0.14
EDUCATION
0.14

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
diab_retinopathy
CORRELATION RATIO WITH...

diab_age
0.58
GLUCOSE
0.40
AGE
0.36
HbA1c
0.34
BUN
0.27
CREATININE
0.23
WEIGHT
0.21
Glucose_basal
0.21
BMI
0.20
GLOBULIN
0.19
WAIST_CIRC
0.18
DBP_first
0.18
CALCIO
0.17
SBP_first
0.17
insulin_time
MISSING:
29,013
(98%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

HOMA_beta
-0.08
ALBUMIN
-0.08
HOMA_IR
-0.08
CALCIO
-0.07
Insulin_basal
-0.07
BILIRUBIN
0.06
FAM_INCOME
0.05
HbA1c
0.05
BMI
-0.05
WEIGHT
-0.05
PHOSPHORUS
-0.05
MCHC
0.04
hematocrit
-0.04
WAIST_CIRC
-0.04

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

sw_insulin
0.21
diab_retinopathy
0.12
sw_diab
0.11
sw_oral_antidiab
0.09
RENAL
0.07
insulin_period
0.07
FAMILY_DIAB
0.04
sw_diabrisk
0.04
sw_prediab
0.04
STROKE
0.04
EDUCATION
0.04
MI
0.03
CAD
0.03
sw_overweight
0.03
MOST FREQUENT VALUES

2.0
82
13.3%
1.0
65
10.6%
10.0
55
8.9%
3.0
49
8.0%
4.0
43
7.0%
5.0
40
6.5%
6.0
40
6.5%
15.0
25
4.1%
20.0
24
3.9%
7.0
20
3.2%
8.0
20
3.2%
18.0
19
3.1%
12.0
16
2.6%
666.0
12
1.9%
25.0
10
1.6%
SMALLEST VALUES

1.0
65
10.6%
2.0
82
13.3%
3.0
49
8.0%
4.0
43
7.0%
5.0
40
6.5%
6.0
40
6.5%
7.0
20
3.2%
8.0
20
3.2%
9.0
7
1.1%
10.0
55
8.9%
11.0
10
1.6%
12.0
16
2.6%
13.0
5
0.8%
14.0
5
0.8%
15.0
25
4.1%
LARGEST VALUES

999.0
4
0.6%
666.0
12
1.9%
59.0
1
0.2%
56.0
1
0.2%
55.0
1
0.2%
54.0
1
0.2%
51.0
1
0.2%
46.0
2
0.3%
44.0
1
0.2%
43.0
1
0.2%
41.0
2
0.3%
40.0
4
0.6%
38.0
1
0.2%
35.0
1
0.2%
33.0
1
0.2%
insulin_period
MISSING:
29,029
(98%)
TOP CATEGORIES

2.0
524
87%
1.0
76
13%
ALL
600
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
insulin_period
PROVIDES INFORMATION ON...

GENDER
1.00
sw_pregnant
1.00
sw_insulin
0.30
diab_retinopathy
0.16
sw_diab
0.10
sw_oral_antidiab
0.09
DIALYSIS
0.06
sw_prediab
0.02
sw_diabrisk
0.02
RENAL
0.02
CHF
0.02
MI
0.01
CAD
0.01
STROKE
0.01

THESE FEATURES
GIVE INFORMATION
ON insulin_period:

sw_insulin
0.82
diab_retinopathy
0.50
sw_diab
0.49
sw_oral_antidiab
0.41
sw_diabrisk
0.18
sw_prediab
0.18
RENAL
0.12
FAMILY_DIAB
0.12
CHF
0.11
sw_overweight
0.11
CAD
0.11
MI
0.11
STROKE
0.10
sw_smoker_cat
0.09

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
insulin_period
CORRELATION RATIO WITH...

GLUCOSE
0.24
diab_age
0.23
HbA1c
0.19
AGE
0.17
BUN
0.17
HOMA_IR
0.16
CREATININE
0.15
Glucose_basal
0.12
Insulin_basal
0.12
WEIGHT
0.11
BMI
0.10
GLOBULIN
0.09
DBP_first
0.08
TRIGLYCERIDS
0.08
CAD
MISSING:
12,766
(43%)
TOP CATEGORIES

2.0
15,806
94%
1.0
969
6%
9.0
86
<1%
7.0
2
<1%
ALL
16,863
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
CAD
PROVIDES INFORMATION ON...

GENDER
1.00
sw_pregnant
1.00
CHF
0.89
RENAL
0.89
MI
0.88
STROKE
0.88
sw_malignancy
0.79
FAMILY_DIAB
0.61
sw_smoke_100
0.57
sw_smoker_cat
0.48
sw_overweight
0.46
EDUCATION
0.43
sw_drugs
0.28
sw_smoker
0.26

THESE FEATURES
GIVE INFORMATION
ON CAD:

MI
0.87
CHF
0.85
STROKE
0.83
sw_malignancy
0.83
RENAL
0.83
FAMILY_DIAB
0.83
EDUCATION
0.83
sw_smoker_cat
0.75
sw_smoke_100
0.75
sw_overweight
0.58
sw_drugs
0.32
sw_smoke_actual
0.26
sw_smoker
0.26
sw_cannabis
0.21

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
CAD
CORRELATION RATIO WITH...

AGE
0.84
CHOLESTEROL
0.67
HbA1c
0.66
GLOBULIN
0.64
PROTEIN
0.64
URIC_ACID
0.63
WEIGHT
0.63
CALCIO
0.63
ALBUMIN
0.62
BUN
0.61
GLUCOSE
0.60
DBP_second
0.59
CREATININE
0.59
SBP_second
0.58
CHF
MISSING:
12,766
(43%)
TOP CATEGORIES

2.0
16,154
96%
1.0
645
4%
9.0
63
<1%
7.0
1
<1%
ALL
16,863
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
CHF
PROVIDES INFORMATION ON...

GENDER
1.00
sw_pregnant
1.00
RENAL
0.89
STROKE
0.88
MI
0.86
CAD
0.85
sw_malignancy
0.79
FAMILY_DIAB
0.61
sw_smoke_100
0.57
sw_smoker_cat
0.48
sw_overweight
0.46
EDUCATION
0.43
sw_drugs
0.28
sw_smoker
0.26

THESE FEATURES
GIVE INFORMATION
ON CHF:

CAD
0.89
MI
0.89
STROKE
0.87
RENAL
0.87
EDUCATION
0.87
sw_malignancy
0.87
FAMILY_DIAB
0.87
sw_smoker_cat
0.79
sw_smoke_100
0.79
sw_overweight
0.61
sw_drugs
0.33
sw_smoker
0.27
sw_smoke_actual
0.27
sw_cannabis
0.22

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
CHF
CORRELATION RATIO WITH...

AGE
0.84
CHOLESTEROL
0.67
HbA1c
0.66
GLOBULIN
0.64
PROTEIN
0.64
URIC_ACID
0.64
WEIGHT
0.63
CALCIO
0.63
ALBUMIN
0.62
BUN
0.61
GLUCOSE
0.60
DBP_second
0.59
CREATININE
0.59
SBP_second
0.58
MI
MISSING:
12,766
(43%)
TOP CATEGORIES

2.0
15,849
94%
1.0
984
6%
9.0
29
<1%
7.0
1
<1%
ALL
16,863
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
MI
PROVIDES INFORMATION ON...

GENDER
1.00
sw_pregnant
1.00
CHF
0.89
RENAL
0.89
STROKE
0.88
CAD
0.87
sw_malignancy
0.79
FAMILY_DIAB
0.61
sw_smoke_100
0.57
sw_smoker_cat
0.48
sw_overweight
0.46
EDUCATION
0.43
sw_drugs
0.28
sw_smoker
0.26

THESE FEATURES
GIVE INFORMATION
ON MI:

CAD
0.88
CHF
0.86
STROKE
0.84
RENAL
0.84
sw_malignancy
0.84
EDUCATION
0.84
FAMILY_DIAB
0.84
sw_smoker_cat
0.76
sw_smoke_100
0.76
sw_overweight
0.59
sw_drugs
0.32
sw_smoke_actual
0.26
sw_smoker
0.26
sw_cannabis
0.21

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
MI
CORRELATION RATIO WITH...

AGE
0.84
CHOLESTEROL
0.67
HbA1c
0.66
GLOBULIN
0.64
PROTEIN
0.64
URIC_ACID
0.63
WEIGHT
0.63
CALCIO
0.63
ALBUMIN
0.62
BUN
0.61
GLUCOSE
0.60
DBP_second
0.59
CREATININE
0.59
SBP_second
0.58
STROKE
MISSING:
12,766
(43%)
TOP CATEGORIES

2.0
16,153
96%
1.0
682
4%
9.0
27
<1%
7.0
1
<1%
ALL
16,863
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
STROKE
PROVIDES INFORMATION ON...

GENDER
1.00
sw_pregnant
1.00
RENAL
0.89
CHF
0.87
MI
0.84
CAD
0.83
sw_malignancy
0.79
FAMILY_DIAB
0.61
sw_smoke_100
0.57
sw_smoker_cat
0.48
sw_overweight
0.46
EDUCATION
0.43
sw_drugs
0.28
sw_smoker
0.26

THESE FEATURES
GIVE INFORMATION
ON STROKE:

MI
0.88
CAD
0.88
CHF
0.88
sw_malignancy
0.87
RENAL
0.87
EDUCATION
0.87
FAMILY_DIAB
0.87
sw_smoker_cat
0.79
sw_smoke_100
0.79
sw_overweight
0.61
sw_drugs
0.33
sw_smoke_actual
0.27
sw_smoker
0.27
sw_cannabis
0.22

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
STROKE
CORRELATION RATIO WITH...

AGE
0.84
CHOLESTEROL
0.67
HbA1c
0.66
GLOBULIN
0.64
PROTEIN
0.64
URIC_ACID
0.63
WEIGHT
0.63
CALCIO
0.63
ALBUMIN
0.62
BUN
0.61
GLUCOSE
0.60
DBP_second
0.59
CREATININE
0.59
SBP_second
0.58
FAMILY_DIAB
MISSING:
12,766
(43%)
TOP CATEGORIES

2.0
9,961
59%
1.0
6,531
39%
9.0
367
2%
7.0
4
<1%
ALL
16,863
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FAMILY_DIAB
PROVIDES INFORMATION ON...

GENDER
1.00
sw_pregnant
1.00
RENAL
0.88
STROKE
0.87
CHF
0.87
MI
0.84
CAD
0.83
sw_malignancy
0.79
sw_smoke_100
0.57
sw_smoker_cat
0.48
sw_overweight
0.46
EDUCATION
0.43
sw_drugs
0.28
sw_smoker
0.26

THESE FEATURES
GIVE INFORMATION
ON FAMILY_DIAB:

EDUCATION
0.61
RENAL
0.61
CHF
0.61
MI
0.61
CAD
0.61
STROKE
0.61
sw_malignancy
0.61
sw_smoker_cat
0.56
sw_smoke_100
0.55
sw_overweight
0.43
sw_drugs
0.23
sw_smoker
0.19
sw_smoke_actual
0.19
sw_diabrisk
0.19

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FAMILY_DIAB
CORRELATION RATIO WITH...

AGE
0.83
CHOLESTEROL
0.67
HbA1c
0.67
GLOBULIN
0.64
WEIGHT
0.64
PROTEIN
0.64
URIC_ACID
0.63
CALCIO
0.63
ALBUMIN
0.62
GLUCOSE
0.61
BUN
0.61
DBP_second
0.59
CREATININE
0.59
SBP_second
0.58
sw_asthma_ever
MISSING:
1,224
(4%)
TOP CATEGORIES

2.0
24,205
85%
1.0
4,164
15%
9.0
33
<1%
7.0
3
<1%
ALL
28,405
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
sw_asthma_ever
PROVIDES INFORMATION ON...

GENDER
1.00
sw_pregnant
1.00
sw_insulin
0.60
sw_diab
0.33
sw_prediab
0.05
RENAL
0.05
CHF
0.05
STROKE
0.05
sw_diabrisk
0.05
MI
0.05
CAD
0.05
sw_malignancy
0.05
sw_overweight
0.04
sw_smoke_100
0.04

THESE FEATURES
GIVE INFORMATION
ON sw_asthma_ever:

sw_diab
0.30
sw_insulin
0.30
sw_overweight
0.08
sw_diabrisk
0.07
sw_prediab
0.07
sw_smoker_cat
0.07
CHF
0.07
sw_smoke_100
0.07
FAMILY_DIAB
0.07
EDUCATION
0.07
MI
0.07
RENAL
0.07
STROKE
0.07
sw_malignancy
0.07

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
sw_asthma_ever
CORRELATION RATIO WITH...

HEIGHT
0.51
MCHC
0.45
MCV
0.44
MCH
0.44
RDW
0.44
RBC
0.44
hematocrit
0.43
hemoglobin
0.43
BMI
0.43
MPV
0.43
WAIST_CIRC
0.40
neutrophil_pct
0.40
platelets
0.37
monocyte_pct
0.37
sw_overweight
MISSING:
10,840
(37%)
TOP CATEGORIES

2.0
13,372
71%
1.0
5,401
29%
9.0
14
<1%
7.0
2
<1%
ALL
18,789
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
sw_overweight
PROVIDES INFORMATION ON...

GENDER
1.00
sw_pregnant
1.00
RENAL
0.62
CHF
0.61
STROKE
0.61
MI
0.59
CAD
0.58
sw_malignancy
0.55
sw_smoke_100
0.47
FAMILY_DIAB
0.43
sw_smoker_cat
0.39
sw_prediab
0.32
sw_drugs
0.31
EDUCATION
0.30

THESE FEATURES
GIVE INFORMATION
ON sw_overweight:

sw_smoker_cat
0.49
sw_smoke_100
0.49
FAMILY_DIAB
0.46
CHF
0.46
CAD
0.46
EDUCATION
0.46
MI
0.46
RENAL
0.46
sw_malignancy
0.46
STROKE
0.46
sw_drugs
0.27
sw_diabrisk
0.25
sw_prediab
0.24
sw_cannabis
0.20

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
sw_overweight
CORRELATION RATIO WITH...

AGE
0.78
WEIGHT
0.74
HbA1c
0.73
PROTEIN
0.73
CALCIO
0.72
CHOLESTEROL
0.72
ALBUMIN
0.72
GLOBULIN
0.72
URIC_ACID
0.72
GLUCOSE
0.66
BUN
0.65
DBP_second
0.65
CREATININE
0.64
PHOSPHORUS
0.63
sw_malignancy
MISSING:
12,766
(43%)
TOP CATEGORIES

2.0
15,253
90%
1.0
1,595
9%
9.0
14
<1%
7.0
1
<1%
ALL
16,863
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
sw_malignancy
PROVIDES INFORMATION ON...

GENDER
1.00
sw_pregnant
1.00
RENAL
0.89
STROKE
0.87
CHF
0.87
MI
0.84
CAD
0.83
FAMILY_DIAB
0.61
sw_smoke_100
0.57
sw_smoker_cat
0.48
sw_overweight
0.46
EDUCATION
0.43
sw_drugs
0.29
sw_smoker
0.26

THESE FEATURES
GIVE INFORMATION
ON sw_malignancy:

CAD
0.79
MI
0.79
RENAL
0.79
STROKE
0.79
CHF
0.79
EDUCATION
0.79
FAMILY_DIAB
0.79
sw_smoker_cat
0.72
sw_smoke_100
0.72
sw_overweight
0.55
sw_drugs
0.31
sw_smoker
0.25
sw_smoke_actual
0.25
sw_cannabis
0.21

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
sw_malignancy
CORRELATION RATIO WITH...

AGE
0.85
CHOLESTEROL
0.67
HbA1c
0.66
GLOBULIN
0.64
PROTEIN
0.64
URIC_ACID
0.63
WEIGHT
0.63
CALCIO
0.63
ALBUMIN
0.62
BUN
0.61
GLUCOSE
0.60
DBP_second
0.59
CREATININE
0.59
SBP_second
0.58
RENAL
MISSING:
12,766
(43%)
TOP CATEGORIES

2.0
16,262
96%
1.0
575
3%
9.0
25
<1%
7.0
1
<1%
ALL
16,863
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
RENAL
PROVIDES INFORMATION ON...

GENDER
1.00
sw_pregnant
1.00
DIALYSIS
0.93
STROKE
0.87
CHF
0.87
MI
0.84
CAD
0.83
sw_malignancy
0.79
FAMILY_DIAB
0.61
sw_smoke_100
0.57
sw_smoker_cat
0.48
sw_overweight
0.46
EDUCATION
0.43
sw_drugs
0.28

THESE FEATURES
GIVE INFORMATION
ON RENAL:

CHF
0.89
MI
0.89
CAD
0.89
sw_malignancy
0.89
STROKE
0.89
FAMILY_DIAB
0.88
EDUCATION
0.88
sw_smoker_cat
0.80
sw_smoke_100
0.80
sw_overweight
0.62
sw_drugs
0.33
sw_smoker
0.28
sw_smoke_actual
0.28
sw_diabrisk
0.22

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
RENAL
CORRELATION RATIO WITH...

AGE
0.83
CHOLESTEROL
0.67
HbA1c
0.66
GLOBULIN
0.64
PROTEIN
0.64
URIC_ACID
0.63
WEIGHT
0.63
CALCIO
0.63
CREATININE
0.63
BUN
0.63
ALBUMIN
0.62
GLUCOSE
0.60
DBP_second
0.59
SBP_second
0.58
DIALYSIS
MISSING:
12,766
(43%)
TOP CATEGORIES

0.0
16,288
97%
2.0
500
3%
1.0
74
<1%
9.0
1
<1%
ALL
16,863
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
DIALYSIS
PROVIDES INFORMATION ON...

GENDER
1.00
sw_pregnant
1.00
RENAL
0.12
insulin_period
0.05
diab_retinopathy
0.03
sw_insulin
0.03
sw_oral_antidiab
0.02
CHF
0.02
sw_diab
0.02
MI
0.02
CAD
0.02
STROKE
0.02
sw_malignancy
0.02
FAMILY_DIAB
0.01

THESE FEATURES
GIVE INFORMATION
ON DIALYSIS:

RENAL
0.93
CHF
0.15
MI
0.13
CAD
0.13
sw_malignancy
0.13
STROKE
0.12
sw_smoker_cat
0.12
EDUCATION
0.12
FAMILY_DIAB
0.12
sw_smoke_100
0.11
sw_overweight
0.10
diab_retinopathy
0.09
sw_diab
0.09
sw_oral_antidiab
0.09

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
DIALYSIS
CORRELATION RATIO WITH...

CREATININE
0.41
BUN
0.22
AGE
0.17
GLUCOSE
0.11
HbA1c
0.10
diab_age
0.10
URIC_ACID
0.10
GLOBULIN
0.09
DBP_first
0.08
SBP_first
0.08
CALCIO
0.07
WEIGHT
0.07
PROTEIN
0.07
PHOSPHORUS
0.07